Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x7fcdf5143198>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x7fcdf510bcf8>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.2.0
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests
import numpy as np

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='inputs_real')
    inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='inputs_z')
    lr = tf.placeholder(tf.float32, name='learning_rate')

    return inputs_real, inputs_z, lr


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
ERROR:tensorflow:==================================
Object was never used (type <class 'tensorflow.python.framework.ops.Operation'>):
<tf.Operation 'assert_rank_2/Assert/Assert' type=Assert>
If you want to mark it as used call its "mark_used()" method.
It was originally created here:
['File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/runpy.py", line 184, in _run_module_as_main\n    "__main__", mod_spec)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/runpy.py", line 85, in _run_code\n    exec(code, run_globals)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/ipykernel/__main__.py", line 3, in <module>\n    app.launch_new_instance()', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/traitlets/config/application.py", line 658, in launch_instance\n    app.start()', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/ipykernel/kernelapp.py", line 474, in start\n    ioloop.IOLoop.instance().start()', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/zmq/eventloop/ioloop.py", line 177, in start\n    super(ZMQIOLoop, self).start()', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/tornado/ioloop.py", line 887, in start\n    handler_func(fd_obj, events)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/tornado/stack_context.py", line 275, in null_wrapper\n    return fn(*args, **kwargs)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/zmq/eventloop/zmqstream.py", line 440, in _handle_events\n    self._handle_recv()', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/zmq/eventloop/zmqstream.py", line 472, in _handle_recv\n    self._run_callback(callback, msg)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/zmq/eventloop/zmqstream.py", line 414, in _run_callback\n    callback(*args, **kwargs)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/tornado/stack_context.py", line 275, in null_wrapper\n    return fn(*args, **kwargs)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/ipykernel/kernelbase.py", line 276, in dispatcher\n    return self.dispatch_shell(stream, msg)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/ipykernel/kernelbase.py", line 228, in dispatch_shell\n    handler(stream, idents, msg)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/ipykernel/kernelbase.py", line 390, in execute_request\n    user_expressions, allow_stdin)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/ipykernel/ipkernel.py", line 196, in do_execute\n    res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/ipykernel/zmqshell.py", line 501, in run_cell\n    return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/IPython/core/interactiveshell.py", line 2717, in run_cell\n    interactivity=interactivity, compiler=compiler, result=result)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/IPython/core/interactiveshell.py", line 2827, in run_ast_nodes\n    if self.run_code(code, result):', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/IPython/core/interactiveshell.py", line 2881, in run_code\n    exec(code_obj, self.user_global_ns, self.user_ns)', 'File "<ipython-input-5-502fa61eef82>", line 24, in <module>\n    tests.test_model_inputs(model_inputs)', 'File "/home/ubuntu/udacity-dlnd-P5/problem_unittests.py", line 12, in func_wrapper\n    result = func(*args)', 'File "/home/ubuntu/udacity-dlnd-P5/problem_unittests.py", line 68, in test_model_inputs\n    _check_input(learn_rate, [], \'Learning Rate\')', 'File "/home/ubuntu/udacity-dlnd-P5/problem_unittests.py", line 34, in _check_input\n    _assert_tensor_shape(tensor, shape, \'Real Input\')', 'File "/home/ubuntu/udacity-dlnd-P5/problem_unittests.py", line 20, in _assert_tensor_shape\n    assert tf.assert_rank(tensor, len(shape), message=\'{} has wrong rank\'.format(display_name))', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/tensorflow/python/ops/check_ops.py", line 617, in assert_rank\n    dynamic_condition, data, summarize)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/tensorflow/python/ops/check_ops.py", line 571, in _assert_rank_condition\n    return control_flow_ops.Assert(condition, data, summarize=summarize)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/tensorflow/python/util/tf_should_use.py", line 170, in wrapped\n    return _add_should_use_warning(fn(*args, **kwargs))', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/tensorflow/python/util/tf_should_use.py", line 139, in _add_should_use_warning\n    wrapped = TFShouldUseWarningWrapper(x)', 'File "/home/ubuntu/anaconda3/envs/dl/lib/python3.5/site-packages/tensorflow/python/util/tf_should_use.py", line 96, in __init__\n    stack = [s.strip() for s in traceback.format_stack()]']
==================================
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [129]:
def discriminator(images, reuse=False, alpha=0.2):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # TODO: Implement Function
    with tf.variable_scope('discriminator', reuse=reuse):
        
        # Input layer is 28x28x3
        # Using Xavier initializer and dropout after reviewer suggestions
        # Ref: http://proceedings.mlr.press/v9/glorot10a/glorot10a.pdf
        # with a normal distribution
        
        x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
        relu1 = tf.maximum(alpha * x1, x1)
        # 14x14x64
        
        #x2 = tf.layers.conv2d(relu1, 64, 5, strides=1, padding='same')
        #bn2 = tf.layers.batch_normalization(x2, training=True)
        #relu2 = tf.maximum(alpha * bn2, bn2)
        #relu2 = tf.layers.dropout(relu2, rate=0.2, training=True)
        # 14x14x64
        
        x3 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same')
        bn3 = tf.layers.batch_normalization(x3, training=True)
        relu3 = tf.maximum(alpha * bn3, bn3)
        relu3 = tf.nn.dropout(relu3, keep_prob=0.5)
        # 7x7x128
        
        #x4 = tf.layers.conv2d(relu3, 128, 5, strides=1, padding='same')
        #bn4 = tf.layers.batch_normalization(x4, training=True)
        #relu4 = tf.maximum(alpha * bn4, bn4)
        #relu4 = tf.layers.dropout(relu4, rate=0.2, training=True)
        # 7x7x128
        
        x5 = tf.layers.conv2d(relu3, 256, 5, strides=2, padding='same')
        bn5 = tf.layers.batch_normalization(x5, training=True)
        relu5 = tf.maximum(alpha * bn5, bn5)
        relu5 = tf.nn.dropout(relu5, keep_prob=0.5)
        # 4x4x256
        
        #x6 = tf.layers.conv2d(relu5, 512, 5, strides=1, padding='same')
        #bn6 = tf.layers.batch_normalization(x6, training=True)
        #relu5 = tf.layers.dropout(bn5, rate=0.2, training=True)
        #relu6 = tf.maximum(alpha * bn6, bn6)
        # 4x4x512
        
        #x7 = tf.layers.conv2d(relu6, 1024, 5, strides=2, padding='same')
        #bn7 = tf.layers.batch_normalization(x7, training=True)
        #relu5 = tf.layers.dropout(bn5, rate=0.2, training=True)
        #relu7 = tf.maximum(alpha * bn7, bn7)
        # 2x2x1024

        # Flatten it
        flat = tf.contrib.layers.flatten(relu5)
        # Fully connected layer
        logits = tf.layers.dense(flat, 1)
        out = tf.sigmoid(logits)
        
        return out, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [130]:
def generator(z, out_channel_dim, is_train=True, alpha=0.2):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # TODO: Implement Function
    
    with tf.variable_scope('generator', reuse=not is_train):
        # First fully connected layer
        x1 = tf.layers.dense(z, 7*7*512)
        
        # Reshape it to start the convolutional stack
        x2 = tf.reshape(x1, (-1, 7, 7, 512))
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = tf.maximum(alpha * x2, x2)
        #x2 = tf.nn.dropout(x2, keep_prob=0.8)
        # 7x7x512 now
        
        #x3 = tf.layers.conv2d_transpose(x2, 512, 5, strides=1, padding='same')
        #x3 = tf.layers.batch_normalization(x3, training=is_train)
        #x3 = tf.layers.dropout(x3, rate=0.5, training=is_train)
        #x3 = tf.maximum(alpha * x3, x3)
        # 7x7x512 now
        
        x4 = tf.layers.conv2d_transpose(x2, 256, 5, strides=2, padding='same')
        x4 = tf.layers.batch_normalization(x4, training=is_train)
        x4 = tf.maximum(alpha * x4, x4)
        #x4 = tf.nn.dropout(x4, keep_prob=0.8)
        # 14x14x256 now
        
        #x5 = tf.layers.conv2d_transpose(x4, 256, 5, strides=1, padding='same')
        #x5 = tf.layers.batch_normalization(x5, training=is_train)
        #x5 = tf.layers.dropout(x5, rate=0.5, training=is_train)
        #x5 = tf.maximum(alpha * x5, x5)
        # 14x14x256 now
        
        #x6 = tf.layers.conv2d_transpose(x5, 64, 5, strides=1, padding='same')
        #x6 = tf.layers.batch_normalization(x6, training=is_train)
        #x6 = tf.layers.dropout(x6, rate=0.5, training=True)
        #x6 = tf.maximum(alpha * x6, x6)
        # 14x14x64 now
        
        x7 = tf.layers.conv2d_transpose(x4, 128, 5, strides=2, padding='same')
        x7 = tf.layers.batch_normalization(x7, training=is_train)
        x7 = tf.maximum(alpha * x7, x7)
        #x7 = tf.nn.dropout(x7, keep_prob=0.8)
        # 28x28x64 now
        
        # Output layer
        logits = tf.layers.conv2d_transpose(x7, out_channel_dim, 5, strides=1, padding='same')
        # 28x28x3 now
        
        out = tf.tanh(logits)
        
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [131]:
def model_loss(input_real, input_z, out_channel_dim, alpha=0.2):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    g_model = generator(input_z, out_channel_dim, alpha=alpha)
    d_model_real, d_logits_real = discriminator(input_real, alpha=alpha)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True, alpha=alpha)

    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, 
                                                labels=tf.ones_like(d_logits_real) * 0.9))
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, 
                                                labels=tf.zeros_like(d_logits_real)))
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, 
                                                labels=tf.ones_like(d_logits_fake)))

    d_loss = d_loss_real + d_loss_fake

    return d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [132]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    # Get weights and bias to update
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]

    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)

    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [133]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [134]:
import pickle as pkl

def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    input_real, input_z, lr = model_inputs(*data_shape[1:], z_dim)
    d_loss, g_loss = model_loss(input_real, input_z, data_shape[3], alpha=0.01)
    d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
    sample_z = np.random.uniform(-1, 1, size=[25, z_dim])
    samples, losses = [], []
    steps = 0
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
                steps += 1
                
                # normalize
                batch_images = batch_images * 2

                # Sample random noise for G
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
                
                # Sample random noise for discriminator
                batch_d_z = np.random.uniform(-1, 1, size=(batch_size, *data_shape[1:]))

                # Run optimizers                
                _ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
                _ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images, lr: learning_rate})

                if steps % 10 == 0:
                    # At the end of each epoch, get the losses and print them out
                    train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images, lr: learning_rate})
                    train_loss_g = g_loss.eval({input_z: batch_z, lr: learning_rate})

                    print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))
                          #"Batch shape: {}, Noise shape: {}".format(np.shape(batch_images), np.shape(batch_d_z)))
                    # Save losses to view after training
                    losses.append((train_loss_d, train_loss_g))

                if steps % 100 == 0:
                    show_generator_output(sess, 25, input_z, data_shape[-1], data_image_mode)
                    #gen_samples = sess.run(generator(input_z, data_shape[-1], False), feed_dict={input_z: sample_z})
                    #samples.append(gen_samples)
                    
    #with open('samples.pkl', 'wb') as f:
    #    pkl.dump(samples, f)                
    
    return losses#, samples

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [135]:
batch_size = 16
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    losses = train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.8101... Generator Loss: 2.6388
Epoch 1/2... Discriminator Loss: 0.8041... Generator Loss: 3.6446
Epoch 1/2... Discriminator Loss: 0.4076... Generator Loss: 4.0977
Epoch 1/2... Discriminator Loss: 0.4036... Generator Loss: 4.1863
Epoch 1/2... Discriminator Loss: 2.6499... Generator Loss: 0.2801
Epoch 1/2... Discriminator Loss: 0.8682... Generator Loss: 1.4890
Epoch 1/2... Discriminator Loss: 1.2640... Generator Loss: 1.9619
Epoch 1/2... Discriminator Loss: 1.8025... Generator Loss: 1.4351
Epoch 1/2... Discriminator Loss: 1.5303... Generator Loss: 0.9210
Epoch 1/2... Discriminator Loss: 1.4354... Generator Loss: 0.8724
Epoch 1/2... Discriminator Loss: 1.5628... Generator Loss: 1.6428
Epoch 1/2... Discriminator Loss: 1.4280... Generator Loss: 1.1700
Epoch 1/2... Discriminator Loss: 1.4411... Generator Loss: 1.6028
Epoch 1/2... Discriminator Loss: 1.6257... Generator Loss: 0.9890
Epoch 1/2... Discriminator Loss: 1.4565... Generator Loss: 0.8831
Epoch 1/2... Discriminator Loss: 1.1796... Generator Loss: 0.7935
Epoch 1/2... Discriminator Loss: 2.0081... Generator Loss: 1.2679
Epoch 1/2... Discriminator Loss: 1.5202... Generator Loss: 0.8987
Epoch 1/2... Discriminator Loss: 1.5075... Generator Loss: 0.8896
Epoch 1/2... Discriminator Loss: 1.8711... Generator Loss: 0.8546
Epoch 1/2... Discriminator Loss: 1.9898... Generator Loss: 0.5039
Epoch 1/2... Discriminator Loss: 1.3309... Generator Loss: 0.7768
Epoch 1/2... Discriminator Loss: 1.9255... Generator Loss: 2.0337
Epoch 1/2... Discriminator Loss: 1.3816... Generator Loss: 1.3592
Epoch 1/2... Discriminator Loss: 1.4421... Generator Loss: 0.8624
Epoch 1/2... Discriminator Loss: 1.6173... Generator Loss: 0.8320
Epoch 1/2... Discriminator Loss: 1.7479... Generator Loss: 1.2010
Epoch 1/2... Discriminator Loss: 1.7340... Generator Loss: 0.8941
Epoch 1/2... Discriminator Loss: 1.6098... Generator Loss: 1.0186
Epoch 1/2... Discriminator Loss: 1.8386... Generator Loss: 0.7424
Epoch 1/2... Discriminator Loss: 1.6177... Generator Loss: 1.1674
Epoch 1/2... Discriminator Loss: 1.8389... Generator Loss: 1.0202
Epoch 1/2... Discriminator Loss: 1.3672... Generator Loss: 1.6602
Epoch 1/2... Discriminator Loss: 1.1428... Generator Loss: 1.5186
Epoch 1/2... Discriminator Loss: 1.5511... Generator Loss: 0.7463
Epoch 1/2... Discriminator Loss: 1.4886... Generator Loss: 1.0793
Epoch 1/2... Discriminator Loss: 1.4390... Generator Loss: 0.9996
Epoch 1/2... Discriminator Loss: 1.4846... Generator Loss: 1.5332
Epoch 1/2... Discriminator Loss: 1.2115... Generator Loss: 1.0185
Epoch 1/2... Discriminator Loss: 1.4590... Generator Loss: 1.1374
Epoch 1/2... Discriminator Loss: 1.2162... Generator Loss: 1.0463
Epoch 1/2... Discriminator Loss: 1.3437... Generator Loss: 1.1373
Epoch 1/2... Discriminator Loss: 1.5284... Generator Loss: 0.8580
Epoch 1/2... Discriminator Loss: 1.2498... Generator Loss: 0.8722
Epoch 1/2... Discriminator Loss: 1.2675... Generator Loss: 1.2753
Epoch 1/2... Discriminator Loss: 1.6397... Generator Loss: 1.1009
Epoch 1/2... Discriminator Loss: 1.8583... Generator Loss: 1.0879
Epoch 1/2... Discriminator Loss: 1.2799... Generator Loss: 0.9929
Epoch 1/2... Discriminator Loss: 1.4356... Generator Loss: 0.7939
Epoch 1/2... Discriminator Loss: 1.2374... Generator Loss: 0.6041
Epoch 1/2... Discriminator Loss: 2.0095... Generator Loss: 0.6684
Epoch 1/2... Discriminator Loss: 1.5435... Generator Loss: 1.0155
Epoch 1/2... Discriminator Loss: 1.8580... Generator Loss: 1.1521
Epoch 1/2... Discriminator Loss: 1.4060... Generator Loss: 0.9207
Epoch 1/2... Discriminator Loss: 1.5442... Generator Loss: 0.4927
Epoch 1/2... Discriminator Loss: 1.2389... Generator Loss: 0.8611
Epoch 1/2... Discriminator Loss: 1.7886... Generator Loss: 0.8886
Epoch 1/2... Discriminator Loss: 1.2678... Generator Loss: 0.9531
Epoch 1/2... Discriminator Loss: 1.5851... Generator Loss: 1.0583
Epoch 1/2... Discriminator Loss: 1.6864... Generator Loss: 0.4872
Epoch 1/2... Discriminator Loss: 1.6513... Generator Loss: 0.7007
Epoch 1/2... Discriminator Loss: 1.1194... Generator Loss: 1.2800
Epoch 1/2... Discriminator Loss: 1.4690... Generator Loss: 1.1555
Epoch 1/2... Discriminator Loss: 1.3797... Generator Loss: 1.8425
Epoch 1/2... Discriminator Loss: 1.3311... Generator Loss: 1.0032
Epoch 1/2... Discriminator Loss: 1.4959... Generator Loss: 0.9058
Epoch 1/2... Discriminator Loss: 1.2585... Generator Loss: 0.8756
Epoch 1/2... Discriminator Loss: 1.3524... Generator Loss: 1.4338
Epoch 1/2... Discriminator Loss: 0.9836... Generator Loss: 1.0088
Epoch 1/2... Discriminator Loss: 1.5254... Generator Loss: 0.8342
Epoch 1/2... Discriminator Loss: 1.1632... Generator Loss: 1.4615
Epoch 1/2... Discriminator Loss: 1.3888... Generator Loss: 1.8554
Epoch 1/2... Discriminator Loss: 1.3612... Generator Loss: 1.1158
Epoch 1/2... Discriminator Loss: 1.1601... Generator Loss: 0.8995
Epoch 1/2... Discriminator Loss: 1.3138... Generator Loss: 1.2910
Epoch 1/2... Discriminator Loss: 1.5575... Generator Loss: 0.9243
Epoch 1/2... Discriminator Loss: 1.2720... Generator Loss: 0.9697
Epoch 1/2... Discriminator Loss: 1.2937... Generator Loss: 1.1360
Epoch 1/2... Discriminator Loss: 1.4196... Generator Loss: 0.8255
Epoch 1/2... Discriminator Loss: 1.3476... Generator Loss: 1.0720
Epoch 1/2... Discriminator Loss: 1.2741... Generator Loss: 1.0182
Epoch 1/2... Discriminator Loss: 1.4657... Generator Loss: 1.0181
Epoch 1/2... Discriminator Loss: 1.6683... Generator Loss: 1.0175
Epoch 1/2... Discriminator Loss: 1.9003... Generator Loss: 0.6744
Epoch 1/2... Discriminator Loss: 1.2822... Generator Loss: 0.9038
Epoch 1/2... Discriminator Loss: 1.6026... Generator Loss: 0.6699
Epoch 1/2... Discriminator Loss: 1.5238... Generator Loss: 1.0147
Epoch 1/2... Discriminator Loss: 1.0793... Generator Loss: 1.1737
Epoch 1/2... Discriminator Loss: 1.4456... Generator Loss: 0.8071
Epoch 1/2... Discriminator Loss: 1.4379... Generator Loss: 1.2014
Epoch 1/2... Discriminator Loss: 1.6015... Generator Loss: 0.6511
Epoch 1/2... Discriminator Loss: 1.5053... Generator Loss: 0.8507
Epoch 1/2... Discriminator Loss: 1.5309... Generator Loss: 0.8351
Epoch 1/2... Discriminator Loss: 1.4422... Generator Loss: 1.4777
Epoch 1/2... Discriminator Loss: 1.3908... Generator Loss: 0.6522
Epoch 1/2... Discriminator Loss: 1.5720... Generator Loss: 0.9675
Epoch 1/2... Discriminator Loss: 1.3347... Generator Loss: 0.6617
Epoch 1/2... Discriminator Loss: 1.4712... Generator Loss: 0.7917
Epoch 1/2... Discriminator Loss: 1.2407... Generator Loss: 0.9989
Epoch 1/2... Discriminator Loss: 1.3809... Generator Loss: 0.7552
Epoch 1/2... Discriminator Loss: 1.4781... Generator Loss: 1.1567
Epoch 1/2... Discriminator Loss: 1.4085... Generator Loss: 1.1500
Epoch 1/2... Discriminator Loss: 1.3554... Generator Loss: 1.1441
Epoch 1/2... Discriminator Loss: 1.1157... Generator Loss: 1.2889
Epoch 1/2... Discriminator Loss: 1.2311... Generator Loss: 1.2974
Epoch 1/2... Discriminator Loss: 1.4317... Generator Loss: 1.1717
Epoch 1/2... Discriminator Loss: 1.6868... Generator Loss: 0.9359
Epoch 1/2... Discriminator Loss: 1.2417... Generator Loss: 0.9300
Epoch 1/2... Discriminator Loss: 1.4536... Generator Loss: 1.1239
Epoch 1/2... Discriminator Loss: 1.3677... Generator Loss: 1.2857
Epoch 1/2... Discriminator Loss: 1.6868... Generator Loss: 0.9752
Epoch 1/2... Discriminator Loss: 1.3987... Generator Loss: 0.9402
Epoch 1/2... Discriminator Loss: 1.3491... Generator Loss: 0.6788
Epoch 1/2... Discriminator Loss: 1.5849... Generator Loss: 1.0157
Epoch 1/2... Discriminator Loss: 1.6353... Generator Loss: 0.5561
Epoch 1/2... Discriminator Loss: 1.8139... Generator Loss: 1.1339
Epoch 1/2... Discriminator Loss: 1.2566... Generator Loss: 1.0815
Epoch 1/2... Discriminator Loss: 1.4807... Generator Loss: 0.8377
Epoch 1/2... Discriminator Loss: 1.2395... Generator Loss: 0.8933
Epoch 1/2... Discriminator Loss: 1.3993... Generator Loss: 1.2374
Epoch 1/2... Discriminator Loss: 1.4846... Generator Loss: 0.7085
Epoch 1/2... Discriminator Loss: 1.5118... Generator Loss: 0.8309
Epoch 1/2... Discriminator Loss: 1.4885... Generator Loss: 0.9726
Epoch 1/2... Discriminator Loss: 1.4119... Generator Loss: 0.8047
Epoch 1/2... Discriminator Loss: 1.4514... Generator Loss: 0.7840
Epoch 1/2... Discriminator Loss: 1.2327... Generator Loss: 1.2073
Epoch 1/2... Discriminator Loss: 1.2077... Generator Loss: 1.3401
Epoch 1/2... Discriminator Loss: 1.5163... Generator Loss: 1.1164
Epoch 1/2... Discriminator Loss: 1.1039... Generator Loss: 0.9962
Epoch 1/2... Discriminator Loss: 1.3209... Generator Loss: 0.9012
Epoch 1/2... Discriminator Loss: 1.2389... Generator Loss: 1.0177
Epoch 1/2... Discriminator Loss: 1.4784... Generator Loss: 1.0139
Epoch 1/2... Discriminator Loss: 1.1760... Generator Loss: 0.7916
Epoch 1/2... Discriminator Loss: 1.5282... Generator Loss: 0.9000
Epoch 1/2... Discriminator Loss: 1.3684... Generator Loss: 0.8437
Epoch 1/2... Discriminator Loss: 1.4307... Generator Loss: 0.8729
Epoch 1/2... Discriminator Loss: 1.3237... Generator Loss: 0.6690
Epoch 1/2... Discriminator Loss: 1.3139... Generator Loss: 0.9588
Epoch 1/2... Discriminator Loss: 1.2579... Generator Loss: 1.0286
Epoch 1/2... Discriminator Loss: 1.3970... Generator Loss: 0.9813
Epoch 1/2... Discriminator Loss: 1.4067... Generator Loss: 0.6937
Epoch 1/2... Discriminator Loss: 1.2690... Generator Loss: 0.9111
Epoch 1/2... Discriminator Loss: 1.5646... Generator Loss: 0.7392
Epoch 1/2... Discriminator Loss: 1.5160... Generator Loss: 0.7312
Epoch 1/2... Discriminator Loss: 1.4202... Generator Loss: 1.1616
Epoch 1/2... Discriminator Loss: 1.4728... Generator Loss: 0.8272
Epoch 1/2... Discriminator Loss: 1.5082... Generator Loss: 0.9236
Epoch 1/2... Discriminator Loss: 1.2680... Generator Loss: 0.6996
Epoch 1/2... Discriminator Loss: 1.3003... Generator Loss: 0.8017
Epoch 1/2... Discriminator Loss: 1.6774... Generator Loss: 0.9733
Epoch 1/2... Discriminator Loss: 1.5624... Generator Loss: 0.5188
Epoch 1/2... Discriminator Loss: 1.2330... Generator Loss: 0.8998
Epoch 1/2... Discriminator Loss: 1.2412... Generator Loss: 0.9316
Epoch 1/2... Discriminator Loss: 1.3904... Generator Loss: 0.9402
Epoch 1/2... Discriminator Loss: 1.4845... Generator Loss: 1.3909
Epoch 1/2... Discriminator Loss: 1.1476... Generator Loss: 0.5983
Epoch 1/2... Discriminator Loss: 1.0588... Generator Loss: 0.8780
Epoch 1/2... Discriminator Loss: 1.5243... Generator Loss: 0.8786
Epoch 1/2... Discriminator Loss: 1.4996... Generator Loss: 0.6507
Epoch 1/2... Discriminator Loss: 1.3093... Generator Loss: 1.0130
Epoch 1/2... Discriminator Loss: 1.4552... Generator Loss: 1.1273
Epoch 1/2... Discriminator Loss: 1.5600... Generator Loss: 1.0415
Epoch 1/2... Discriminator Loss: 1.2855... Generator Loss: 1.0078
Epoch 1/2... Discriminator Loss: 1.1386... Generator Loss: 0.8765
Epoch 1/2... Discriminator Loss: 1.3716... Generator Loss: 0.8064
Epoch 1/2... Discriminator Loss: 1.2983... Generator Loss: 0.8661
Epoch 1/2... Discriminator Loss: 1.2836... Generator Loss: 1.0194
Epoch 1/2... Discriminator Loss: 1.0386... Generator Loss: 0.9943
Epoch 1/2... Discriminator Loss: 1.3649... Generator Loss: 0.9048
Epoch 1/2... Discriminator Loss: 1.3121... Generator Loss: 0.8938
Epoch 1/2... Discriminator Loss: 1.5442... Generator Loss: 0.6930
Epoch 1/2... Discriminator Loss: 1.3545... Generator Loss: 1.0708
Epoch 1/2... Discriminator Loss: 1.3078... Generator Loss: 0.7613
Epoch 1/2... Discriminator Loss: 1.2797... Generator Loss: 1.3076
Epoch 1/2... Discriminator Loss: 1.0467... Generator Loss: 1.0022
Epoch 1/2... Discriminator Loss: 1.3409... Generator Loss: 0.7734
Epoch 1/2... Discriminator Loss: 1.5610... Generator Loss: 0.8645
Epoch 1/2... Discriminator Loss: 1.0203... Generator Loss: 0.9851
Epoch 1/2... Discriminator Loss: 1.3613... Generator Loss: 0.7923
Epoch 1/2... Discriminator Loss: 1.2555... Generator Loss: 1.0101
Epoch 1/2... Discriminator Loss: 1.5094... Generator Loss: 0.9471
Epoch 1/2... Discriminator Loss: 1.2224... Generator Loss: 1.0945
Epoch 1/2... Discriminator Loss: 1.2180... Generator Loss: 0.9814
Epoch 1/2... Discriminator Loss: 1.4941... Generator Loss: 1.2552
Epoch 1/2... Discriminator Loss: 1.2126... Generator Loss: 0.9226
Epoch 1/2... Discriminator Loss: 1.2260... Generator Loss: 0.9199
Epoch 1/2... Discriminator Loss: 1.5317... Generator Loss: 0.7806
Epoch 1/2... Discriminator Loss: 1.2653... Generator Loss: 0.9376
Epoch 1/2... Discriminator Loss: 1.2408... Generator Loss: 1.0458
Epoch 1/2... Discriminator Loss: 1.1736... Generator Loss: 1.3417
Epoch 1/2... Discriminator Loss: 1.5176... Generator Loss: 0.7881
Epoch 1/2... Discriminator Loss: 1.4357... Generator Loss: 1.1894
Epoch 1/2... Discriminator Loss: 1.3385... Generator Loss: 0.7904
Epoch 1/2... Discriminator Loss: 1.4215... Generator Loss: 0.5542
Epoch 1/2... Discriminator Loss: 1.2752... Generator Loss: 0.9745
Epoch 1/2... Discriminator Loss: 1.3278... Generator Loss: 0.9825
Epoch 1/2... Discriminator Loss: 1.4555... Generator Loss: 1.0023
Epoch 1/2... Discriminator Loss: 1.4750... Generator Loss: 0.8447
Epoch 1/2... Discriminator Loss: 1.4416... Generator Loss: 0.7119
Epoch 1/2... Discriminator Loss: 1.3326... Generator Loss: 1.0575
Epoch 1/2... Discriminator Loss: 1.4555... Generator Loss: 1.0227
Epoch 1/2... Discriminator Loss: 1.2641... Generator Loss: 0.8243
Epoch 1/2... Discriminator Loss: 1.3477... Generator Loss: 1.2147
Epoch 1/2... Discriminator Loss: 1.4032... Generator Loss: 1.1898
Epoch 1/2... Discriminator Loss: 1.2509... Generator Loss: 0.9163
Epoch 1/2... Discriminator Loss: 1.3270... Generator Loss: 0.9330
Epoch 1/2... Discriminator Loss: 1.3950... Generator Loss: 1.0666
Epoch 1/2... Discriminator Loss: 1.5291... Generator Loss: 1.0335
Epoch 1/2... Discriminator Loss: 1.4060... Generator Loss: 0.8242
Epoch 1/2... Discriminator Loss: 1.3174... Generator Loss: 0.6844
Epoch 1/2... Discriminator Loss: 1.3580... Generator Loss: 0.8163
Epoch 1/2... Discriminator Loss: 1.1607... Generator Loss: 1.0890
Epoch 1/2... Discriminator Loss: 1.4050... Generator Loss: 1.0156
Epoch 1/2... Discriminator Loss: 1.3478... Generator Loss: 0.8149
Epoch 1/2... Discriminator Loss: 1.3925... Generator Loss: 1.0200
Epoch 1/2... Discriminator Loss: 1.4919... Generator Loss: 0.7390
Epoch 1/2... Discriminator Loss: 1.5710... Generator Loss: 0.7762
Epoch 1/2... Discriminator Loss: 1.3249... Generator Loss: 0.8820
Epoch 1/2... Discriminator Loss: 1.5137... Generator Loss: 1.1121
Epoch 1/2... Discriminator Loss: 1.3218... Generator Loss: 1.0003
Epoch 1/2... Discriminator Loss: 1.4119... Generator Loss: 1.0288
Epoch 1/2... Discriminator Loss: 1.3523... Generator Loss: 1.1034
Epoch 1/2... Discriminator Loss: 1.1636... Generator Loss: 1.0912
Epoch 1/2... Discriminator Loss: 1.2204... Generator Loss: 1.2570
Epoch 1/2... Discriminator Loss: 1.4086... Generator Loss: 0.7492
Epoch 1/2... Discriminator Loss: 1.2703... Generator Loss: 0.8426
Epoch 1/2... Discriminator Loss: 1.3040... Generator Loss: 0.7300
Epoch 1/2... Discriminator Loss: 1.3302... Generator Loss: 0.8630
Epoch 1/2... Discriminator Loss: 1.2575... Generator Loss: 1.2213
Epoch 1/2... Discriminator Loss: 1.2513... Generator Loss: 0.8729
Epoch 1/2... Discriminator Loss: 1.4586... Generator Loss: 0.8529
Epoch 1/2... Discriminator Loss: 1.2721... Generator Loss: 0.9717
Epoch 1/2... Discriminator Loss: 1.1325... Generator Loss: 1.0240
Epoch 1/2... Discriminator Loss: 1.2104... Generator Loss: 0.7629
Epoch 1/2... Discriminator Loss: 1.2662... Generator Loss: 0.9334
Epoch 1/2... Discriminator Loss: 1.3863... Generator Loss: 0.9239
Epoch 1/2... Discriminator Loss: 1.3382... Generator Loss: 0.9598
Epoch 1/2... Discriminator Loss: 1.1820... Generator Loss: 0.9122
Epoch 1/2... Discriminator Loss: 1.3295... Generator Loss: 0.9042
Epoch 1/2... Discriminator Loss: 1.1418... Generator Loss: 0.9717
Epoch 1/2... Discriminator Loss: 1.2259... Generator Loss: 0.7771
Epoch 1/2... Discriminator Loss: 1.3975... Generator Loss: 0.8386
Epoch 1/2... Discriminator Loss: 1.3617... Generator Loss: 0.8883
Epoch 1/2... Discriminator Loss: 1.2376... Generator Loss: 1.0621
Epoch 1/2... Discriminator Loss: 1.4734... Generator Loss: 0.9645
Epoch 1/2... Discriminator Loss: 1.1519... Generator Loss: 1.0126
Epoch 1/2... Discriminator Loss: 1.3387... Generator Loss: 0.7433
Epoch 1/2... Discriminator Loss: 1.3903... Generator Loss: 0.8178
Epoch 1/2... Discriminator Loss: 1.2501... Generator Loss: 0.6761
Epoch 1/2... Discriminator Loss: 1.2247... Generator Loss: 0.8541
Epoch 1/2... Discriminator Loss: 1.4316... Generator Loss: 0.6845
Epoch 1/2... Discriminator Loss: 1.4529... Generator Loss: 0.7723
Epoch 1/2... Discriminator Loss: 1.3848... Generator Loss: 0.8376
Epoch 1/2... Discriminator Loss: 1.1573... Generator Loss: 0.9916
Epoch 1/2... Discriminator Loss: 1.2692... Generator Loss: 0.7957
Epoch 1/2... Discriminator Loss: 1.3861... Generator Loss: 0.6120
Epoch 1/2... Discriminator Loss: 1.2352... Generator Loss: 0.8344
Epoch 1/2... Discriminator Loss: 1.3302... Generator Loss: 1.1327
Epoch 1/2... Discriminator Loss: 1.1296... Generator Loss: 0.8856
Epoch 1/2... Discriminator Loss: 1.4025... Generator Loss: 1.2213
Epoch 1/2... Discriminator Loss: 1.4785... Generator Loss: 0.8904
Epoch 1/2... Discriminator Loss: 1.2571... Generator Loss: 1.1934
Epoch 1/2... Discriminator Loss: 1.1694... Generator Loss: 0.6695
Epoch 1/2... Discriminator Loss: 1.1599... Generator Loss: 0.8721
Epoch 1/2... Discriminator Loss: 1.4969... Generator Loss: 0.8553
Epoch 1/2... Discriminator Loss: 1.3683... Generator Loss: 0.9647
Epoch 1/2... Discriminator Loss: 1.3188... Generator Loss: 0.9990
Epoch 1/2... Discriminator Loss: 1.5067... Generator Loss: 0.7483
Epoch 1/2... Discriminator Loss: 1.3302... Generator Loss: 0.9208
Epoch 1/2... Discriminator Loss: 1.2791... Generator Loss: 0.6987
Epoch 1/2... Discriminator Loss: 1.3614... Generator Loss: 1.1082
Epoch 1/2... Discriminator Loss: 1.2056... Generator Loss: 0.8897
Epoch 1/2... Discriminator Loss: 1.4910... Generator Loss: 0.8548
Epoch 1/2... Discriminator Loss: 1.3184... Generator Loss: 1.0145
Epoch 1/2... Discriminator Loss: 1.2196... Generator Loss: 0.8299
Epoch 1/2... Discriminator Loss: 1.3474... Generator Loss: 0.6870
Epoch 1/2... Discriminator Loss: 1.4242... Generator Loss: 0.7865
Epoch 1/2... Discriminator Loss: 1.5734... Generator Loss: 0.8414
Epoch 1/2... Discriminator Loss: 1.2805... Generator Loss: 0.9027
Epoch 1/2... Discriminator Loss: 1.2674... Generator Loss: 0.7793
Epoch 1/2... Discriminator Loss: 1.1312... Generator Loss: 0.9162
Epoch 1/2... Discriminator Loss: 1.4156... Generator Loss: 0.8225
Epoch 1/2... Discriminator Loss: 1.1234... Generator Loss: 1.1026
Epoch 1/2... Discriminator Loss: 1.5376... Generator Loss: 0.5960
Epoch 1/2... Discriminator Loss: 1.3521... Generator Loss: 0.8094
Epoch 1/2... Discriminator Loss: 1.3456... Generator Loss: 1.0984
Epoch 1/2... Discriminator Loss: 1.4130... Generator Loss: 0.9670
Epoch 1/2... Discriminator Loss: 1.3225... Generator Loss: 0.8995
Epoch 1/2... Discriminator Loss: 1.2039... Generator Loss: 0.8751
Epoch 1/2... Discriminator Loss: 1.4227... Generator Loss: 0.9388
Epoch 1/2... Discriminator Loss: 1.2356... Generator Loss: 0.7596
Epoch 1/2... Discriminator Loss: 1.3305... Generator Loss: 0.8529
Epoch 1/2... Discriminator Loss: 1.2272... Generator Loss: 0.7503
Epoch 1/2... Discriminator Loss: 1.4650... Generator Loss: 0.7311
Epoch 1/2... Discriminator Loss: 1.3626... Generator Loss: 0.9860
Epoch 1/2... Discriminator Loss: 1.5149... Generator Loss: 0.9066
Epoch 1/2... Discriminator Loss: 1.5508... Generator Loss: 0.9963
Epoch 1/2... Discriminator Loss: 1.2870... Generator Loss: 0.8873
Epoch 1/2... Discriminator Loss: 1.2433... Generator Loss: 1.1479
Epoch 1/2... Discriminator Loss: 1.1082... Generator Loss: 0.9315
Epoch 1/2... Discriminator Loss: 1.3884... Generator Loss: 0.9504
Epoch 1/2... Discriminator Loss: 1.5103... Generator Loss: 0.4869
Epoch 1/2... Discriminator Loss: 1.3482... Generator Loss: 0.9404
Epoch 1/2... Discriminator Loss: 1.5329... Generator Loss: 0.9477
Epoch 1/2... Discriminator Loss: 1.4327... Generator Loss: 1.0678
Epoch 1/2... Discriminator Loss: 1.2536... Generator Loss: 0.9594
Epoch 1/2... Discriminator Loss: 1.6848... Generator Loss: 0.7485
Epoch 1/2... Discriminator Loss: 1.3511... Generator Loss: 0.7465
Epoch 1/2... Discriminator Loss: 1.5508... Generator Loss: 0.5967
Epoch 1/2... Discriminator Loss: 1.2465... Generator Loss: 0.8765
Epoch 1/2... Discriminator Loss: 1.4424... Generator Loss: 0.6038
Epoch 1/2... Discriminator Loss: 1.4936... Generator Loss: 0.7481
Epoch 1/2... Discriminator Loss: 1.2511... Generator Loss: 1.0046
Epoch 1/2... Discriminator Loss: 1.3142... Generator Loss: 0.7310
Epoch 1/2... Discriminator Loss: 1.3632... Generator Loss: 0.7237
Epoch 1/2... Discriminator Loss: 1.6242... Generator Loss: 1.0096
Epoch 1/2... Discriminator Loss: 1.6730... Generator Loss: 0.7192
Epoch 1/2... Discriminator Loss: 1.5260... Generator Loss: 0.7223
Epoch 1/2... Discriminator Loss: 1.4501... Generator Loss: 0.7316
Epoch 1/2... Discriminator Loss: 1.1451... Generator Loss: 1.0324
Epoch 1/2... Discriminator Loss: 1.2942... Generator Loss: 0.8154
Epoch 1/2... Discriminator Loss: 1.3768... Generator Loss: 0.8236
Epoch 1/2... Discriminator Loss: 1.1475... Generator Loss: 1.2693
Epoch 1/2... Discriminator Loss: 1.3324... Generator Loss: 0.9071
Epoch 1/2... Discriminator Loss: 1.4714... Generator Loss: 0.9774
Epoch 1/2... Discriminator Loss: 1.3488... Generator Loss: 0.7478
Epoch 1/2... Discriminator Loss: 1.2450... Generator Loss: 1.0597
Epoch 1/2... Discriminator Loss: 1.4390... Generator Loss: 0.7705
Epoch 1/2... Discriminator Loss: 1.3471... Generator Loss: 1.3901
Epoch 1/2... Discriminator Loss: 1.3580... Generator Loss: 0.7897
Epoch 1/2... Discriminator Loss: 1.2506... Generator Loss: 0.8547
Epoch 1/2... Discriminator Loss: 1.1925... Generator Loss: 1.0855
Epoch 1/2... Discriminator Loss: 1.2966... Generator Loss: 0.6059
Epoch 1/2... Discriminator Loss: 1.5378... Generator Loss: 0.7000
Epoch 1/2... Discriminator Loss: 1.4824... Generator Loss: 1.0339
Epoch 1/2... Discriminator Loss: 1.2334... Generator Loss: 0.7039
Epoch 1/2... Discriminator Loss: 1.2783... Generator Loss: 0.7649
Epoch 1/2... Discriminator Loss: 1.3329... Generator Loss: 1.1479
Epoch 1/2... Discriminator Loss: 1.4486... Generator Loss: 0.9227
Epoch 1/2... Discriminator Loss: 1.6313... Generator Loss: 0.8232
Epoch 1/2... Discriminator Loss: 1.2888... Generator Loss: 1.0365
Epoch 1/2... Discriminator Loss: 1.1595... Generator Loss: 0.9681
Epoch 1/2... Discriminator Loss: 1.3286... Generator Loss: 0.8928
Epoch 1/2... Discriminator Loss: 1.3563... Generator Loss: 0.8780
Epoch 1/2... Discriminator Loss: 1.4854... Generator Loss: 0.8473
Epoch 1/2... Discriminator Loss: 1.0878... Generator Loss: 0.9658
Epoch 1/2... Discriminator Loss: 1.4636... Generator Loss: 1.1657
Epoch 1/2... Discriminator Loss: 1.1245... Generator Loss: 1.0800
Epoch 1/2... Discriminator Loss: 1.3722... Generator Loss: 0.9040
Epoch 1/2... Discriminator Loss: 1.3972... Generator Loss: 0.8968
Epoch 1/2... Discriminator Loss: 1.3539... Generator Loss: 1.1296
Epoch 1/2... Discriminator Loss: 1.6914... Generator Loss: 0.6990
Epoch 1/2... Discriminator Loss: 1.3187... Generator Loss: 0.8633
Epoch 1/2... Discriminator Loss: 1.7347... Generator Loss: 0.7824
Epoch 1/2... Discriminator Loss: 1.4634... Generator Loss: 0.9144
Epoch 1/2... Discriminator Loss: 1.2463... Generator Loss: 0.8130
Epoch 1/2... Discriminator Loss: 1.1278... Generator Loss: 1.1634
Epoch 1/2... Discriminator Loss: 0.9391... Generator Loss: 0.8711
Epoch 1/2... Discriminator Loss: 1.4246... Generator Loss: 0.7537
Epoch 1/2... Discriminator Loss: 1.2587... Generator Loss: 0.7064
Epoch 1/2... Discriminator Loss: 1.2285... Generator Loss: 1.1296
Epoch 1/2... Discriminator Loss: 1.2619... Generator Loss: 1.1888
Epoch 1/2... Discriminator Loss: 1.1880... Generator Loss: 1.1854
Epoch 1/2... Discriminator Loss: 1.3364... Generator Loss: 1.0556
Epoch 1/2... Discriminator Loss: 1.5356... Generator Loss: 0.8211
Epoch 1/2... Discriminator Loss: 1.4417... Generator Loss: 0.7919
Epoch 1/2... Discriminator Loss: 1.3354... Generator Loss: 0.7352
Epoch 1/2... Discriminator Loss: 1.2099... Generator Loss: 1.0339
Epoch 1/2... Discriminator Loss: 1.1463... Generator Loss: 1.1375
Epoch 1/2... Discriminator Loss: 1.5294... Generator Loss: 0.7674
Epoch 1/2... Discriminator Loss: 1.3696... Generator Loss: 0.7062
Epoch 1/2... Discriminator Loss: 1.1961... Generator Loss: 0.9276
Epoch 1/2... Discriminator Loss: 1.2246... Generator Loss: 0.7492
Epoch 1/2... Discriminator Loss: 1.2948... Generator Loss: 0.8420
Epoch 1/2... Discriminator Loss: 1.2262... Generator Loss: 1.1898
Epoch 2/2... Discriminator Loss: 1.3522... Generator Loss: 0.8238
Epoch 2/2... Discriminator Loss: 1.2421... Generator Loss: 0.6508
Epoch 2/2... Discriminator Loss: 1.0181... Generator Loss: 1.0365
Epoch 2/2... Discriminator Loss: 1.2899... Generator Loss: 0.9677
Epoch 2/2... Discriminator Loss: 1.0293... Generator Loss: 0.9288
Epoch 2/2... Discriminator Loss: 1.1119... Generator Loss: 1.1862
Epoch 2/2... Discriminator Loss: 1.5921... Generator Loss: 0.9701
Epoch 2/2... Discriminator Loss: 1.4046... Generator Loss: 0.9107
Epoch 2/2... Discriminator Loss: 1.6521... Generator Loss: 0.8357
Epoch 2/2... Discriminator Loss: 1.4890... Generator Loss: 0.7110
Epoch 2/2... Discriminator Loss: 1.6983... Generator Loss: 0.9367
Epoch 2/2... Discriminator Loss: 1.2380... Generator Loss: 0.7711
Epoch 2/2... Discriminator Loss: 1.6284... Generator Loss: 0.6276
Epoch 2/2... Discriminator Loss: 1.6528... Generator Loss: 1.0524
Epoch 2/2... Discriminator Loss: 1.4511... Generator Loss: 0.8274
Epoch 2/2... Discriminator Loss: 1.3390... Generator Loss: 0.6796
Epoch 2/2... Discriminator Loss: 1.6325... Generator Loss: 0.7820
Epoch 2/2... Discriminator Loss: 1.4064... Generator Loss: 0.9564
Epoch 2/2... Discriminator Loss: 1.2915... Generator Loss: 0.7237
Epoch 2/2... Discriminator Loss: 1.3767... Generator Loss: 0.8020
Epoch 2/2... Discriminator Loss: 1.2576... Generator Loss: 0.9795
Epoch 2/2... Discriminator Loss: 1.4015... Generator Loss: 0.6723
Epoch 2/2... Discriminator Loss: 1.3939... Generator Loss: 0.9991
Epoch 2/2... Discriminator Loss: 1.2010... Generator Loss: 0.9019
Epoch 2/2... Discriminator Loss: 1.4580... Generator Loss: 1.0420
Epoch 2/2... Discriminator Loss: 1.1970... Generator Loss: 0.9889
Epoch 2/2... Discriminator Loss: 1.2119... Generator Loss: 0.9977
Epoch 2/2... Discriminator Loss: 1.3509... Generator Loss: 0.6585
Epoch 2/2... Discriminator Loss: 1.4870... Generator Loss: 1.1614
Epoch 2/2... Discriminator Loss: 1.3129... Generator Loss: 0.9500
Epoch 2/2... Discriminator Loss: 1.4172... Generator Loss: 0.7976
Epoch 2/2... Discriminator Loss: 1.4451... Generator Loss: 0.7864
Epoch 2/2... Discriminator Loss: 1.3954... Generator Loss: 0.8288
Epoch 2/2... Discriminator Loss: 1.6111... Generator Loss: 0.6398
Epoch 2/2... Discriminator Loss: 1.1853... Generator Loss: 0.7245
Epoch 2/2... Discriminator Loss: 1.4271... Generator Loss: 0.8265
Epoch 2/2... Discriminator Loss: 1.3057... Generator Loss: 0.7593
Epoch 2/2... Discriminator Loss: 1.2902... Generator Loss: 0.9209
Epoch 2/2... Discriminator Loss: 1.1876... Generator Loss: 1.0297
Epoch 2/2... Discriminator Loss: 1.2922... Generator Loss: 0.8209
Epoch 2/2... Discriminator Loss: 1.2798... Generator Loss: 0.9367
Epoch 2/2... Discriminator Loss: 1.4595... Generator Loss: 0.7774
Epoch 2/2... Discriminator Loss: 1.2036... Generator Loss: 1.3409
Epoch 2/2... Discriminator Loss: 1.3694... Generator Loss: 0.9481
Epoch 2/2... Discriminator Loss: 1.4561... Generator Loss: 0.8306
Epoch 2/2... Discriminator Loss: 1.3145... Generator Loss: 1.1563
Epoch 2/2... Discriminator Loss: 1.2915... Generator Loss: 1.0078
Epoch 2/2... Discriminator Loss: 1.3454... Generator Loss: 0.9887
Epoch 2/2... Discriminator Loss: 1.2459... Generator Loss: 1.2284
Epoch 2/2... Discriminator Loss: 1.7261... Generator Loss: 0.7832
Epoch 2/2... Discriminator Loss: 1.1638... Generator Loss: 0.9404
Epoch 2/2... Discriminator Loss: 1.0888... Generator Loss: 0.9794
Epoch 2/2... Discriminator Loss: 1.4095... Generator Loss: 0.7922
Epoch 2/2... Discriminator Loss: 1.2643... Generator Loss: 0.6510
Epoch 2/2... Discriminator Loss: 1.1463... Generator Loss: 0.8946
Epoch 2/2... Discriminator Loss: 1.4456... Generator Loss: 1.2109
Epoch 2/2... Discriminator Loss: 1.4838... Generator Loss: 0.8460
Epoch 2/2... Discriminator Loss: 1.0782... Generator Loss: 1.0353
Epoch 2/2... Discriminator Loss: 1.4938... Generator Loss: 0.6894
Epoch 2/2... Discriminator Loss: 1.2783... Generator Loss: 0.9434
Epoch 2/2... Discriminator Loss: 1.7056... Generator Loss: 0.8526
Epoch 2/2... Discriminator Loss: 1.1594... Generator Loss: 1.3306
Epoch 2/2... Discriminator Loss: 1.1236... Generator Loss: 1.0632
Epoch 2/2... Discriminator Loss: 1.4208... Generator Loss: 0.9492
Epoch 2/2... Discriminator Loss: 1.4314... Generator Loss: 1.0775
Epoch 2/2... Discriminator Loss: 1.2699... Generator Loss: 1.2867
Epoch 2/2... Discriminator Loss: 1.4089... Generator Loss: 0.7047
Epoch 2/2... Discriminator Loss: 1.1655... Generator Loss: 0.9052
Epoch 2/2... Discriminator Loss: 1.1217... Generator Loss: 0.9662
Epoch 2/2... Discriminator Loss: 1.3655... Generator Loss: 1.2196
Epoch 2/2... Discriminator Loss: 1.3220... Generator Loss: 0.6009
Epoch 2/2... Discriminator Loss: 1.3546... Generator Loss: 0.9159
Epoch 2/2... Discriminator Loss: 1.3632... Generator Loss: 1.0888
Epoch 2/2... Discriminator Loss: 1.3212... Generator Loss: 0.7259
Epoch 2/2... Discriminator Loss: 1.4245... Generator Loss: 0.8966
Epoch 2/2... Discriminator Loss: 1.2034... Generator Loss: 0.8906
Epoch 2/2... Discriminator Loss: 1.4597... Generator Loss: 0.7479
Epoch 2/2... Discriminator Loss: 1.0958... Generator Loss: 1.1437
Epoch 2/2... Discriminator Loss: 1.2629... Generator Loss: 1.0476
Epoch 2/2... Discriminator Loss: 1.1825... Generator Loss: 1.3100
Epoch 2/2... Discriminator Loss: 1.1373... Generator Loss: 0.7086
Epoch 2/2... Discriminator Loss: 1.1794... Generator Loss: 0.9617
Epoch 2/2... Discriminator Loss: 1.2424... Generator Loss: 1.2251
Epoch 2/2... Discriminator Loss: 1.3401... Generator Loss: 0.7902
Epoch 2/2... Discriminator Loss: 1.4764... Generator Loss: 0.6790
Epoch 2/2... Discriminator Loss: 1.4533... Generator Loss: 0.9208
Epoch 2/2... Discriminator Loss: 1.0084... Generator Loss: 1.1593
Epoch 2/2... Discriminator Loss: 1.3926... Generator Loss: 1.1685
Epoch 2/2... Discriminator Loss: 1.1854... Generator Loss: 0.9853
Epoch 2/2... Discriminator Loss: 1.3867... Generator Loss: 0.9725
Epoch 2/2... Discriminator Loss: 1.2657... Generator Loss: 1.1381
Epoch 2/2... Discriminator Loss: 1.4596... Generator Loss: 0.8144
Epoch 2/2... Discriminator Loss: 1.2511... Generator Loss: 0.6699
Epoch 2/2... Discriminator Loss: 1.3214... Generator Loss: 0.7847
Epoch 2/2... Discriminator Loss: 1.5767... Generator Loss: 0.6673
Epoch 2/2... Discriminator Loss: 1.0406... Generator Loss: 1.3898
Epoch 2/2... Discriminator Loss: 1.4285... Generator Loss: 0.7950
Epoch 2/2... Discriminator Loss: 1.2873... Generator Loss: 0.7523
Epoch 2/2... Discriminator Loss: 1.1452... Generator Loss: 0.9352
Epoch 2/2... Discriminator Loss: 1.2584... Generator Loss: 1.0078
Epoch 2/2... Discriminator Loss: 1.2593... Generator Loss: 0.8890
Epoch 2/2... Discriminator Loss: 1.4614... Generator Loss: 0.7024
Epoch 2/2... Discriminator Loss: 1.2063... Generator Loss: 0.9473
Epoch 2/2... Discriminator Loss: 1.1687... Generator Loss: 0.9870
Epoch 2/2... Discriminator Loss: 1.2972... Generator Loss: 0.8160
Epoch 2/2... Discriminator Loss: 1.3705... Generator Loss: 0.9688
Epoch 2/2... Discriminator Loss: 1.3577... Generator Loss: 0.8128
Epoch 2/2... Discriminator Loss: 1.3213... Generator Loss: 0.9034
Epoch 2/2... Discriminator Loss: 1.3037... Generator Loss: 0.9018
Epoch 2/2... Discriminator Loss: 1.3463... Generator Loss: 0.7666
Epoch 2/2... Discriminator Loss: 1.2886... Generator Loss: 0.8998
Epoch 2/2... Discriminator Loss: 1.7115... Generator Loss: 0.7023
Epoch 2/2... Discriminator Loss: 1.1638... Generator Loss: 0.7483
Epoch 2/2... Discriminator Loss: 1.1075... Generator Loss: 0.9306
Epoch 2/2... Discriminator Loss: 1.2864... Generator Loss: 0.6860
Epoch 2/2... Discriminator Loss: 1.2776... Generator Loss: 0.7865
Epoch 2/2... Discriminator Loss: 1.2688... Generator Loss: 1.0311
Epoch 2/2... Discriminator Loss: 1.0814... Generator Loss: 1.0147
Epoch 2/2... Discriminator Loss: 1.2563... Generator Loss: 0.9393
Epoch 2/2... Discriminator Loss: 1.2442... Generator Loss: 0.7287
Epoch 2/2... Discriminator Loss: 1.3616... Generator Loss: 0.9361
Epoch 2/2... Discriminator Loss: 1.5077... Generator Loss: 1.0129
Epoch 2/2... Discriminator Loss: 1.5487... Generator Loss: 0.7377
Epoch 2/2... Discriminator Loss: 1.5523... Generator Loss: 0.8369
Epoch 2/2... Discriminator Loss: 1.2359... Generator Loss: 0.7665
Epoch 2/2... Discriminator Loss: 1.2827... Generator Loss: 0.8865
Epoch 2/2... Discriminator Loss: 0.9945... Generator Loss: 0.7771
Epoch 2/2... Discriminator Loss: 1.2348... Generator Loss: 1.4094
Epoch 2/2... Discriminator Loss: 1.5746... Generator Loss: 0.9552
Epoch 2/2... Discriminator Loss: 1.2954... Generator Loss: 0.9232
Epoch 2/2... Discriminator Loss: 1.2448... Generator Loss: 0.6826
Epoch 2/2... Discriminator Loss: 1.3859... Generator Loss: 0.6573
Epoch 2/2... Discriminator Loss: 1.3102... Generator Loss: 1.1886
Epoch 2/2... Discriminator Loss: 1.5208... Generator Loss: 1.1402
Epoch 2/2... Discriminator Loss: 1.0686... Generator Loss: 1.1305
Epoch 2/2... Discriminator Loss: 1.3224... Generator Loss: 0.9832
Epoch 2/2... Discriminator Loss: 1.3983... Generator Loss: 0.7527
Epoch 2/2... Discriminator Loss: 1.2722... Generator Loss: 1.3507
Epoch 2/2... Discriminator Loss: 1.4224... Generator Loss: 0.6379
Epoch 2/2... Discriminator Loss: 1.1232... Generator Loss: 0.9982
Epoch 2/2... Discriminator Loss: 1.5756... Generator Loss: 0.7399
Epoch 2/2... Discriminator Loss: 1.2324... Generator Loss: 0.9194
Epoch 2/2... Discriminator Loss: 1.5276... Generator Loss: 0.8025
Epoch 2/2... Discriminator Loss: 1.2990... Generator Loss: 0.9228
Epoch 2/2... Discriminator Loss: 1.1807... Generator Loss: 1.1904
Epoch 2/2... Discriminator Loss: 1.3890... Generator Loss: 1.0792
Epoch 2/2... Discriminator Loss: 1.2250... Generator Loss: 0.5836
Epoch 2/2... Discriminator Loss: 1.4077... Generator Loss: 0.9856
Epoch 2/2... Discriminator Loss: 1.2630... Generator Loss: 1.3274
Epoch 2/2... Discriminator Loss: 1.4674... Generator Loss: 0.8332
Epoch 2/2... Discriminator Loss: 1.5753... Generator Loss: 0.6192
Epoch 2/2... Discriminator Loss: 1.4182... Generator Loss: 1.1071
Epoch 2/2... Discriminator Loss: 1.1856... Generator Loss: 1.0066
Epoch 2/2... Discriminator Loss: 1.0139... Generator Loss: 1.0679
Epoch 2/2... Discriminator Loss: 1.5867... Generator Loss: 0.9340
Epoch 2/2... Discriminator Loss: 1.4200... Generator Loss: 0.9262
Epoch 2/2... Discriminator Loss: 1.3383... Generator Loss: 1.1983
Epoch 2/2... Discriminator Loss: 1.3226... Generator Loss: 0.9155
Epoch 2/2... Discriminator Loss: 1.2786... Generator Loss: 0.8180
Epoch 2/2... Discriminator Loss: 1.4169... Generator Loss: 0.7370
Epoch 2/2... Discriminator Loss: 1.1148... Generator Loss: 1.0102
Epoch 2/2... Discriminator Loss: 1.1817... Generator Loss: 0.9125
Epoch 2/2... Discriminator Loss: 0.9226... Generator Loss: 0.9184
Epoch 2/2... Discriminator Loss: 1.3233... Generator Loss: 1.0069
Epoch 2/2... Discriminator Loss: 1.1830... Generator Loss: 0.7800
Epoch 2/2... Discriminator Loss: 1.4386... Generator Loss: 1.0454
Epoch 2/2... Discriminator Loss: 1.2223... Generator Loss: 1.5023
Epoch 2/2... Discriminator Loss: 1.3721... Generator Loss: 0.9394
Epoch 2/2... Discriminator Loss: 1.4565... Generator Loss: 0.7064
Epoch 2/2... Discriminator Loss: 1.1490... Generator Loss: 1.1005
Epoch 2/2... Discriminator Loss: 1.3706... Generator Loss: 1.1447
Epoch 2/2... Discriminator Loss: 1.5242... Generator Loss: 0.7628
Epoch 2/2... Discriminator Loss: 1.3997... Generator Loss: 1.2158
Epoch 2/2... Discriminator Loss: 1.2308... Generator Loss: 1.1765
Epoch 2/2... Discriminator Loss: 1.0395... Generator Loss: 0.9513
Epoch 2/2... Discriminator Loss: 1.2120... Generator Loss: 0.9629
Epoch 2/2... Discriminator Loss: 1.3389... Generator Loss: 0.7111
Epoch 2/2... Discriminator Loss: 1.3904... Generator Loss: 0.9636
Epoch 2/2... Discriminator Loss: 0.8845... Generator Loss: 0.9098
Epoch 2/2... Discriminator Loss: 1.3209... Generator Loss: 0.9770
Epoch 2/2... Discriminator Loss: 1.4152... Generator Loss: 0.8592
Epoch 2/2... Discriminator Loss: 1.1376... Generator Loss: 1.1570
Epoch 2/2... Discriminator Loss: 1.2409... Generator Loss: 1.0808
Epoch 2/2... Discriminator Loss: 1.2939... Generator Loss: 0.5994
Epoch 2/2... Discriminator Loss: 1.1518... Generator Loss: 1.1067
Epoch 2/2... Discriminator Loss: 1.4696... Generator Loss: 0.9509
Epoch 2/2... Discriminator Loss: 1.1553... Generator Loss: 1.1693
Epoch 2/2... Discriminator Loss: 1.1844... Generator Loss: 1.0727
Epoch 2/2... Discriminator Loss: 1.1541... Generator Loss: 1.4573
Epoch 2/2... Discriminator Loss: 1.1510... Generator Loss: 1.1321
Epoch 2/2... Discriminator Loss: 1.3937... Generator Loss: 1.4529
Epoch 2/2... Discriminator Loss: 1.2756... Generator Loss: 1.3728
Epoch 2/2... Discriminator Loss: 1.4344... Generator Loss: 1.3618
Epoch 2/2... Discriminator Loss: 1.2963... Generator Loss: 1.0867
Epoch 2/2... Discriminator Loss: 1.2800... Generator Loss: 1.4599
Epoch 2/2... Discriminator Loss: 1.1352... Generator Loss: 1.1269
Epoch 2/2... Discriminator Loss: 1.1666... Generator Loss: 1.2999
Epoch 2/2... Discriminator Loss: 1.5415... Generator Loss: 0.8160
Epoch 2/2... Discriminator Loss: 1.6920... Generator Loss: 0.9209
Epoch 2/2... Discriminator Loss: 1.1712... Generator Loss: 1.0109
Epoch 2/2... Discriminator Loss: 1.1065... Generator Loss: 0.9789
Epoch 2/2... Discriminator Loss: 1.1505... Generator Loss: 0.9635
Epoch 2/2... Discriminator Loss: 1.3466... Generator Loss: 0.8183
Epoch 2/2... Discriminator Loss: 1.2877... Generator Loss: 0.9297
Epoch 2/2... Discriminator Loss: 1.4692... Generator Loss: 1.0150
Epoch 2/2... Discriminator Loss: 1.4458... Generator Loss: 0.6491
Epoch 2/2... Discriminator Loss: 1.1143... Generator Loss: 1.1008
Epoch 2/2... Discriminator Loss: 1.1525... Generator Loss: 0.9292
Epoch 2/2... Discriminator Loss: 1.6253... Generator Loss: 0.8533
Epoch 2/2... Discriminator Loss: 1.2933... Generator Loss: 0.8470
Epoch 2/2... Discriminator Loss: 1.1685... Generator Loss: 0.5877
Epoch 2/2... Discriminator Loss: 0.9975... Generator Loss: 1.1394
Epoch 2/2... Discriminator Loss: 1.4659... Generator Loss: 0.8825
Epoch 2/2... Discriminator Loss: 1.2128... Generator Loss: 0.7465
Epoch 2/2... Discriminator Loss: 1.4427... Generator Loss: 0.7075
Epoch 2/2... Discriminator Loss: 1.4436... Generator Loss: 0.5065
Epoch 2/2... Discriminator Loss: 1.4559... Generator Loss: 0.8870
Epoch 2/2... Discriminator Loss: 1.0458... Generator Loss: 0.8850
Epoch 2/2... Discriminator Loss: 1.2496... Generator Loss: 0.8590
Epoch 2/2... Discriminator Loss: 1.0968... Generator Loss: 1.2652
Epoch 2/2... Discriminator Loss: 0.8175... Generator Loss: 1.0935
Epoch 2/2... Discriminator Loss: 1.0226... Generator Loss: 1.0614
Epoch 2/2... Discriminator Loss: 1.2364... Generator Loss: 1.0980
Epoch 2/2... Discriminator Loss: 1.3433... Generator Loss: 0.9128
Epoch 2/2... Discriminator Loss: 1.2445... Generator Loss: 0.9314
Epoch 2/2... Discriminator Loss: 1.1640... Generator Loss: 0.8244
Epoch 2/2... Discriminator Loss: 1.1957... Generator Loss: 1.1524
Epoch 2/2... Discriminator Loss: 1.2289... Generator Loss: 0.9896
Epoch 2/2... Discriminator Loss: 1.4339... Generator Loss: 0.9208
Epoch 2/2... Discriminator Loss: 1.1885... Generator Loss: 0.9313
Epoch 2/2... Discriminator Loss: 1.0507... Generator Loss: 0.8549
Epoch 2/2... Discriminator Loss: 1.2560... Generator Loss: 0.9186
Epoch 2/2... Discriminator Loss: 1.2608... Generator Loss: 0.9282
Epoch 2/2... Discriminator Loss: 1.3799... Generator Loss: 0.8115
Epoch 2/2... Discriminator Loss: 1.4733... Generator Loss: 0.9686
Epoch 2/2... Discriminator Loss: 1.3327... Generator Loss: 0.8874
Epoch 2/2... Discriminator Loss: 1.3669... Generator Loss: 1.5312
Epoch 2/2... Discriminator Loss: 1.4980... Generator Loss: 1.1841
Epoch 2/2... Discriminator Loss: 1.4635... Generator Loss: 0.8570
Epoch 2/2... Discriminator Loss: 1.2539... Generator Loss: 1.0647
Epoch 2/2... Discriminator Loss: 1.4054... Generator Loss: 1.0046
Epoch 2/2... Discriminator Loss: 1.1786... Generator Loss: 0.9163
Epoch 2/2... Discriminator Loss: 1.2947... Generator Loss: 0.9489
Epoch 2/2... Discriminator Loss: 1.4557... Generator Loss: 0.9016
Epoch 2/2... Discriminator Loss: 1.1585... Generator Loss: 1.2592
Epoch 2/2... Discriminator Loss: 1.2828... Generator Loss: 1.0916
Epoch 2/2... Discriminator Loss: 1.3999... Generator Loss: 0.8575
Epoch 2/2... Discriminator Loss: 1.4564... Generator Loss: 0.8558
Epoch 2/2... Discriminator Loss: 1.2716... Generator Loss: 0.6625
Epoch 2/2... Discriminator Loss: 1.1166... Generator Loss: 0.8068
Epoch 2/2... Discriminator Loss: 1.0727... Generator Loss: 1.2146
Epoch 2/2... Discriminator Loss: 1.2407... Generator Loss: 1.3477
Epoch 2/2... Discriminator Loss: 1.2506... Generator Loss: 0.9186
Epoch 2/2... Discriminator Loss: 1.3122... Generator Loss: 0.8968
Epoch 2/2... Discriminator Loss: 1.6442... Generator Loss: 0.9659
Epoch 2/2... Discriminator Loss: 1.4137... Generator Loss: 0.7449
Epoch 2/2... Discriminator Loss: 1.4168... Generator Loss: 0.7242
Epoch 2/2... Discriminator Loss: 1.4754... Generator Loss: 1.0934
Epoch 2/2... Discriminator Loss: 1.2051... Generator Loss: 0.8018
Epoch 2/2... Discriminator Loss: 1.2685... Generator Loss: 1.0485
Epoch 2/2... Discriminator Loss: 1.4330... Generator Loss: 1.1259
Epoch 2/2... Discriminator Loss: 1.0878... Generator Loss: 0.7595
Epoch 2/2... Discriminator Loss: 1.1430... Generator Loss: 0.9075
Epoch 2/2... Discriminator Loss: 1.5571... Generator Loss: 1.0647
Epoch 2/2... Discriminator Loss: 1.0265... Generator Loss: 1.0520
Epoch 2/2... Discriminator Loss: 1.1136... Generator Loss: 1.0531
Epoch 2/2... Discriminator Loss: 1.0022... Generator Loss: 1.4698
Epoch 2/2... Discriminator Loss: 1.7288... Generator Loss: 0.8502
Epoch 2/2... Discriminator Loss: 1.2303... Generator Loss: 0.8401
Epoch 2/2... Discriminator Loss: 1.3765... Generator Loss: 0.8078
Epoch 2/2... Discriminator Loss: 0.9656... Generator Loss: 1.3403
Epoch 2/2... Discriminator Loss: 1.2587... Generator Loss: 1.2825
Epoch 2/2... Discriminator Loss: 1.1157... Generator Loss: 0.9052
Epoch 2/2... Discriminator Loss: 0.9050... Generator Loss: 1.1523
Epoch 2/2... Discriminator Loss: 1.3678... Generator Loss: 1.0068
Epoch 2/2... Discriminator Loss: 1.3228... Generator Loss: 1.0964
Epoch 2/2... Discriminator Loss: 1.0354... Generator Loss: 1.2243
Epoch 2/2... Discriminator Loss: 1.4084... Generator Loss: 0.8511
Epoch 2/2... Discriminator Loss: 1.2258... Generator Loss: 0.8944
Epoch 2/2... Discriminator Loss: 1.5352... Generator Loss: 0.8090
Epoch 2/2... Discriminator Loss: 1.2932... Generator Loss: 1.2402
Epoch 2/2... Discriminator Loss: 1.4185... Generator Loss: 1.4998
Epoch 2/2... Discriminator Loss: 1.2450... Generator Loss: 1.2207
Epoch 2/2... Discriminator Loss: 0.9749... Generator Loss: 0.7967
Epoch 2/2... Discriminator Loss: 1.4337... Generator Loss: 0.8032
Epoch 2/2... Discriminator Loss: 1.2767... Generator Loss: 1.0204
Epoch 2/2... Discriminator Loss: 1.4449... Generator Loss: 0.8285
Epoch 2/2... Discriminator Loss: 1.3518... Generator Loss: 1.1464
Epoch 2/2... Discriminator Loss: 1.5693... Generator Loss: 0.6560
Epoch 2/2... Discriminator Loss: 1.1986... Generator Loss: 1.2279
Epoch 2/2... Discriminator Loss: 1.7839... Generator Loss: 0.7503
Epoch 2/2... Discriminator Loss: 1.6909... Generator Loss: 1.0166
Epoch 2/2... Discriminator Loss: 1.2541... Generator Loss: 0.9520
Epoch 2/2... Discriminator Loss: 1.2165... Generator Loss: 0.8652
Epoch 2/2... Discriminator Loss: 1.4392... Generator Loss: 0.9090
Epoch 2/2... Discriminator Loss: 1.5125... Generator Loss: 0.8598
Epoch 2/2... Discriminator Loss: 1.5530... Generator Loss: 0.7149
Epoch 2/2... Discriminator Loss: 1.2101... Generator Loss: 1.2403
Epoch 2/2... Discriminator Loss: 1.2428... Generator Loss: 0.9596
Epoch 2/2... Discriminator Loss: 1.2506... Generator Loss: 1.0491
Epoch 2/2... Discriminator Loss: 1.3795... Generator Loss: 0.6330
Epoch 2/2... Discriminator Loss: 1.3146... Generator Loss: 0.6288
Epoch 2/2... Discriminator Loss: 1.2832... Generator Loss: 0.9090
Epoch 2/2... Discriminator Loss: 1.1688... Generator Loss: 1.0673
Epoch 2/2... Discriminator Loss: 1.0561... Generator Loss: 0.8673
Epoch 2/2... Discriminator Loss: 1.3932... Generator Loss: 0.5648
Epoch 2/2... Discriminator Loss: 1.3337... Generator Loss: 0.5055
Epoch 2/2... Discriminator Loss: 1.3345... Generator Loss: 0.9213
Epoch 2/2... Discriminator Loss: 1.2469... Generator Loss: 0.8641
Epoch 2/2... Discriminator Loss: 1.0560... Generator Loss: 1.2294
Epoch 2/2... Discriminator Loss: 1.2071... Generator Loss: 1.1388
Epoch 2/2... Discriminator Loss: 1.1235... Generator Loss: 0.9935
Epoch 2/2... Discriminator Loss: 1.2286... Generator Loss: 1.1353
Epoch 2/2... Discriminator Loss: 1.3778... Generator Loss: 0.9413
Epoch 2/2... Discriminator Loss: 1.2569... Generator Loss: 1.4640
Epoch 2/2... Discriminator Loss: 1.4512... Generator Loss: 1.1836
Epoch 2/2... Discriminator Loss: 1.5653... Generator Loss: 0.8877
Epoch 2/2... Discriminator Loss: 1.4844... Generator Loss: 0.7655
Epoch 2/2... Discriminator Loss: 1.3061... Generator Loss: 1.2552
Epoch 2/2... Discriminator Loss: 1.4568... Generator Loss: 0.6917
Epoch 2/2... Discriminator Loss: 1.4932... Generator Loss: 0.5805
Epoch 2/2... Discriminator Loss: 0.9792... Generator Loss: 0.9124
Epoch 2/2... Discriminator Loss: 1.3017... Generator Loss: 1.1404
Epoch 2/2... Discriminator Loss: 1.0116... Generator Loss: 1.3250
Epoch 2/2... Discriminator Loss: 1.2788... Generator Loss: 1.0592
Epoch 2/2... Discriminator Loss: 1.3223... Generator Loss: 0.9273
Epoch 2/2... Discriminator Loss: 1.0976... Generator Loss: 1.0425
Epoch 2/2... Discriminator Loss: 1.5752... Generator Loss: 0.7475
Epoch 2/2... Discriminator Loss: 0.9701... Generator Loss: 1.0844
Epoch 2/2... Discriminator Loss: 1.2937... Generator Loss: 1.1366
Epoch 2/2... Discriminator Loss: 1.0353... Generator Loss: 1.1924
Epoch 2/2... Discriminator Loss: 1.4052... Generator Loss: 0.9544
Epoch 2/2... Discriminator Loss: 1.3910... Generator Loss: 0.9147
Epoch 2/2... Discriminator Loss: 1.5225... Generator Loss: 1.0387
Epoch 2/2... Discriminator Loss: 0.9882... Generator Loss: 0.9822
Epoch 2/2... Discriminator Loss: 1.2652... Generator Loss: 0.8981
Epoch 2/2... Discriminator Loss: 1.4828... Generator Loss: 0.8391
Epoch 2/2... Discriminator Loss: 1.1994... Generator Loss: 0.8959
Epoch 2/2... Discriminator Loss: 1.2088... Generator Loss: 0.9827
Epoch 2/2... Discriminator Loss: 1.2264... Generator Loss: 0.6280
Epoch 2/2... Discriminator Loss: 1.1966... Generator Loss: 1.1181
Epoch 2/2... Discriminator Loss: 1.2128... Generator Loss: 1.0214
Epoch 2/2... Discriminator Loss: 1.0862... Generator Loss: 0.8544
Epoch 2/2... Discriminator Loss: 1.1584... Generator Loss: 1.2029
Epoch 2/2... Discriminator Loss: 1.3385... Generator Loss: 1.1097
Epoch 2/2... Discriminator Loss: 1.0987... Generator Loss: 0.9786
Epoch 2/2... Discriminator Loss: 1.2576... Generator Loss: 1.1532
Epoch 2/2... Discriminator Loss: 1.3494... Generator Loss: 0.9520
Epoch 2/2... Discriminator Loss: 1.2122... Generator Loss: 0.7421
Epoch 2/2... Discriminator Loss: 1.1627... Generator Loss: 0.8664
Epoch 2/2... Discriminator Loss: 1.2216... Generator Loss: 1.0764
Epoch 2/2... Discriminator Loss: 1.0441... Generator Loss: 1.3150
Epoch 2/2... Discriminator Loss: 1.3528... Generator Loss: 0.7403
Epoch 2/2... Discriminator Loss: 1.6025... Generator Loss: 0.6838
Epoch 2/2... Discriminator Loss: 1.3682... Generator Loss: 0.8370
Epoch 2/2... Discriminator Loss: 1.2616... Generator Loss: 1.1413
Epoch 2/2... Discriminator Loss: 1.4505... Generator Loss: 0.8442
Epoch 2/2... Discriminator Loss: 1.0059... Generator Loss: 1.1152
Epoch 2/2... Discriminator Loss: 1.2821... Generator Loss: 0.8888
Epoch 2/2... Discriminator Loss: 0.8796... Generator Loss: 0.9750
Epoch 2/2... Discriminator Loss: 1.4431... Generator Loss: 1.0306
Epoch 2/2... Discriminator Loss: 1.5285... Generator Loss: 1.1466
Epoch 2/2... Discriminator Loss: 1.3501... Generator Loss: 0.7921
Epoch 2/2... Discriminator Loss: 1.0309... Generator Loss: 1.0031
Epoch 2/2... Discriminator Loss: 1.2511... Generator Loss: 0.8813
Epoch 2/2... Discriminator Loss: 1.0769... Generator Loss: 1.0855
Epoch 2/2... Discriminator Loss: 1.1920... Generator Loss: 0.9864
Epoch 2/2... Discriminator Loss: 1.6215... Generator Loss: 0.9353
Epoch 2/2... Discriminator Loss: 1.0007... Generator Loss: 0.9851
Epoch 2/2... Discriminator Loss: 1.3911... Generator Loss: 0.8035
Epoch 2/2... Discriminator Loss: 1.0376... Generator Loss: 1.1190
Epoch 2/2... Discriminator Loss: 1.2033... Generator Loss: 0.8863
Epoch 2/2... Discriminator Loss: 1.2363... Generator Loss: 0.6300
Epoch 2/2... Discriminator Loss: 1.1123... Generator Loss: 1.1338
Epoch 2/2... Discriminator Loss: 1.1672... Generator Loss: 1.0036
In [136]:
import matplotlib.pyplot as plt
fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()
Out[136]:
<matplotlib.legend.Legend at 0x7fccaed72cc0>

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [138]:
batch_size = 16
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    losses = train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 0.7969... Generator Loss: 1.1953
Epoch 1/1... Discriminator Loss: 0.9290... Generator Loss: 1.8077
Epoch 1/1... Discriminator Loss: 0.6259... Generator Loss: 2.2072
Epoch 1/1... Discriminator Loss: 0.5067... Generator Loss: 2.8420
Epoch 1/1... Discriminator Loss: 0.6466... Generator Loss: 2.4851
Epoch 1/1... Discriminator Loss: 0.8418... Generator Loss: 2.4262
Epoch 1/1... Discriminator Loss: 0.6613... Generator Loss: 2.2008
Epoch 1/1... Discriminator Loss: 0.8516... Generator Loss: 1.5235
Epoch 1/1... Discriminator Loss: 0.8274... Generator Loss: 1.9720
Epoch 1/1... Discriminator Loss: 1.0919... Generator Loss: 1.1656
Epoch 1/1... Discriminator Loss: 0.7905... Generator Loss: 2.8776
Epoch 1/1... Discriminator Loss: 1.1666... Generator Loss: 1.1596
Epoch 1/1... Discriminator Loss: 0.6585... Generator Loss: 2.7968
Epoch 1/1... Discriminator Loss: 0.5177... Generator Loss: 3.1097
Epoch 1/1... Discriminator Loss: 0.6980... Generator Loss: 3.2240
Epoch 1/1... Discriminator Loss: 1.4077... Generator Loss: 6.6337
Epoch 1/1... Discriminator Loss: 0.5480... Generator Loss: 4.4909
Epoch 1/1... Discriminator Loss: 0.8302... Generator Loss: 2.1089
Epoch 1/1... Discriminator Loss: 0.8489... Generator Loss: 2.4632
Epoch 1/1... Discriminator Loss: 0.6872... Generator Loss: 2.3822
Epoch 1/1... Discriminator Loss: 1.6055... Generator Loss: 0.9976
Epoch 1/1... Discriminator Loss: 0.9278... Generator Loss: 4.6070
Epoch 1/1... Discriminator Loss: 0.6745... Generator Loss: 4.4305
Epoch 1/1... Discriminator Loss: 0.9628... Generator Loss: 3.5559
Epoch 1/1... Discriminator Loss: 1.2680... Generator Loss: 0.5827
Epoch 1/1... Discriminator Loss: 0.8157... Generator Loss: 2.3791
Epoch 1/1... Discriminator Loss: 1.2910... Generator Loss: 1.3893
Epoch 1/1... Discriminator Loss: 0.9845... Generator Loss: 1.4615
Epoch 1/1... Discriminator Loss: 0.4992... Generator Loss: 3.0327
Epoch 1/1... Discriminator Loss: 1.0203... Generator Loss: 1.1250
Epoch 1/1... Discriminator Loss: 0.4716... Generator Loss: 3.4568
Epoch 1/1... Discriminator Loss: 1.0017... Generator Loss: 2.0655
Epoch 1/1... Discriminator Loss: 1.0221... Generator Loss: 2.3110
Epoch 1/1... Discriminator Loss: 0.4657... Generator Loss: 6.3335
Epoch 1/1... Discriminator Loss: 0.8176... Generator Loss: 1.8282
Epoch 1/1... Discriminator Loss: 0.7665... Generator Loss: 2.0094
Epoch 1/1... Discriminator Loss: 0.4234... Generator Loss: 4.4668
Epoch 1/1... Discriminator Loss: 0.5217... Generator Loss: 3.2450
Epoch 1/1... Discriminator Loss: 0.4202... Generator Loss: 8.6976
Epoch 1/1... Discriminator Loss: 0.4815... Generator Loss: 3.6279
Epoch 1/1... Discriminator Loss: 0.4028... Generator Loss: 6.1332
Epoch 1/1... Discriminator Loss: 0.6353... Generator Loss: 3.0920
Epoch 1/1... Discriminator Loss: 1.0002... Generator Loss: 1.1757
Epoch 1/1... Discriminator Loss: 1.1460... Generator Loss: 1.1573
Epoch 1/1... Discriminator Loss: 0.6198... Generator Loss: 2.9661
Epoch 1/1... Discriminator Loss: 0.8399... Generator Loss: 1.4718
Epoch 1/1... Discriminator Loss: 1.0190... Generator Loss: 1.5971
Epoch 1/1... Discriminator Loss: 0.4733... Generator Loss: 3.4735
Epoch 1/1... Discriminator Loss: 0.5242... Generator Loss: 5.3615
Epoch 1/1... Discriminator Loss: 0.5480... Generator Loss: 3.2666
Epoch 1/1... Discriminator Loss: 0.5100... Generator Loss: 4.3108
Epoch 1/1... Discriminator Loss: 0.7711... Generator Loss: 6.8093
Epoch 1/1... Discriminator Loss: 0.6887... Generator Loss: 1.9350
Epoch 1/1... Discriminator Loss: 0.9542... Generator Loss: 1.3240
Epoch 1/1... Discriminator Loss: 0.6359... Generator Loss: 2.3232
Epoch 1/1... Discriminator Loss: 0.7243... Generator Loss: 1.5168
Epoch 1/1... Discriminator Loss: 0.5858... Generator Loss: 4.5239
Epoch 1/1... Discriminator Loss: 0.8606... Generator Loss: 1.3985
Epoch 1/1... Discriminator Loss: 0.7850... Generator Loss: 2.0539
Epoch 1/1... Discriminator Loss: 0.8254... Generator Loss: 2.4180
Epoch 1/1... Discriminator Loss: 1.2421... Generator Loss: 0.8338
Epoch 1/1... Discriminator Loss: 0.6876... Generator Loss: 2.2814
Epoch 1/1... Discriminator Loss: 0.5202... Generator Loss: 5.8235
Epoch 1/1... Discriminator Loss: 2.1091... Generator Loss: 0.5098
Epoch 1/1... Discriminator Loss: 0.5079... Generator Loss: 5.3610
Epoch 1/1... Discriminator Loss: 1.0356... Generator Loss: 2.7301
Epoch 1/1... Discriminator Loss: 1.4335... Generator Loss: 0.6482
Epoch 1/1... Discriminator Loss: 1.9736... Generator Loss: 0.4501
Epoch 1/1... Discriminator Loss: 0.7346... Generator Loss: 4.8421
Epoch 1/1... Discriminator Loss: 1.1547... Generator Loss: 4.5957
Epoch 1/1... Discriminator Loss: 0.8879... Generator Loss: 2.4001
Epoch 1/1... Discriminator Loss: 0.9936... Generator Loss: 1.1467
Epoch 1/1... Discriminator Loss: 0.7769... Generator Loss: 1.7495
Epoch 1/1... Discriminator Loss: 0.8079... Generator Loss: 3.6889
Epoch 1/1... Discriminator Loss: 0.5248... Generator Loss: 3.2456
Epoch 1/1... Discriminator Loss: 0.9821... Generator Loss: 1.4560
Epoch 1/1... Discriminator Loss: 1.0133... Generator Loss: 1.3368
Epoch 1/1... Discriminator Loss: 1.6512... Generator Loss: 0.6913
Epoch 1/1... Discriminator Loss: 2.0426... Generator Loss: 0.4214
Epoch 1/1... Discriminator Loss: 0.5601... Generator Loss: 5.2782
Epoch 1/1... Discriminator Loss: 1.5668... Generator Loss: 0.4112
Epoch 1/1... Discriminator Loss: 1.2661... Generator Loss: 0.9596
Epoch 1/1... Discriminator Loss: 1.2662... Generator Loss: 0.9142
Epoch 1/1... Discriminator Loss: 2.0640... Generator Loss: 0.4020
Epoch 1/1... Discriminator Loss: 2.6620... Generator Loss: 0.3504
Epoch 1/1... Discriminator Loss: 1.5101... Generator Loss: 0.8738
Epoch 1/1... Discriminator Loss: 1.0819... Generator Loss: 1.4928
Epoch 1/1... Discriminator Loss: 1.7991... Generator Loss: 0.8844
Epoch 1/1... Discriminator Loss: 1.4997... Generator Loss: 0.9129
Epoch 1/1... Discriminator Loss: 1.1103... Generator Loss: 1.1400
Epoch 1/1... Discriminator Loss: 1.5591... Generator Loss: 0.4627
Epoch 1/1... Discriminator Loss: 1.4399... Generator Loss: 0.7310
Epoch 1/1... Discriminator Loss: 1.4795... Generator Loss: 0.8264
Epoch 1/1... Discriminator Loss: 1.8795... Generator Loss: 0.8555
Epoch 1/1... Discriminator Loss: 1.1953... Generator Loss: 1.3228
Epoch 1/1... Discriminator Loss: 1.0738... Generator Loss: 1.5160
Epoch 1/1... Discriminator Loss: 1.6227... Generator Loss: 0.8178
Epoch 1/1... Discriminator Loss: 0.8306... Generator Loss: 1.8937
Epoch 1/1... Discriminator Loss: 2.0303... Generator Loss: 0.4706
Epoch 1/1... Discriminator Loss: 1.4810... Generator Loss: 0.9600
Epoch 1/1... Discriminator Loss: 1.3004... Generator Loss: 0.9751
Epoch 1/1... Discriminator Loss: 1.4796... Generator Loss: 0.4857
Epoch 1/1... Discriminator Loss: 1.4452... Generator Loss: 0.8013
Epoch 1/1... Discriminator Loss: 1.3389... Generator Loss: 1.1342
Epoch 1/1... Discriminator Loss: 1.1080... Generator Loss: 1.0299
Epoch 1/1... Discriminator Loss: 1.2679... Generator Loss: 1.7632
Epoch 1/1... Discriminator Loss: 1.4976... Generator Loss: 0.7882
Epoch 1/1... Discriminator Loss: 1.0881... Generator Loss: 2.2227
Epoch 1/1... Discriminator Loss: 1.2717... Generator Loss: 1.1931
Epoch 1/1... Discriminator Loss: 0.8306... Generator Loss: 2.5919
Epoch 1/1... Discriminator Loss: 0.9798... Generator Loss: 2.3879
Epoch 1/1... Discriminator Loss: 1.6119... Generator Loss: 0.8344
Epoch 1/1... Discriminator Loss: 1.2813... Generator Loss: 1.1386
Epoch 1/1... Discriminator Loss: 0.6640... Generator Loss: 3.2459
Epoch 1/1... Discriminator Loss: 1.5876... Generator Loss: 0.7778
Epoch 1/1... Discriminator Loss: 1.1986... Generator Loss: 0.9295
Epoch 1/1... Discriminator Loss: 1.5549... Generator Loss: 0.9386
Epoch 1/1... Discriminator Loss: 1.0341... Generator Loss: 1.0976
Epoch 1/1... Discriminator Loss: 1.3354... Generator Loss: 0.8384
Epoch 1/1... Discriminator Loss: 1.2862... Generator Loss: 0.9384
Epoch 1/1... Discriminator Loss: 0.4875... Generator Loss: 4.7207
Epoch 1/1... Discriminator Loss: 1.3973... Generator Loss: 1.1057
Epoch 1/1... Discriminator Loss: 0.9057... Generator Loss: 1.7715
Epoch 1/1... Discriminator Loss: 1.0284... Generator Loss: 1.3860
Epoch 1/1... Discriminator Loss: 0.7458... Generator Loss: 2.6910
Epoch 1/1... Discriminator Loss: 0.9912... Generator Loss: 1.4623
Epoch 1/1... Discriminator Loss: 1.0308... Generator Loss: 1.5832
Epoch 1/1... Discriminator Loss: 1.4203... Generator Loss: 1.0474
Epoch 1/1... Discriminator Loss: 1.3141... Generator Loss: 1.0631
Epoch 1/1... Discriminator Loss: 1.2424... Generator Loss: 1.6133
Epoch 1/1... Discriminator Loss: 1.6398... Generator Loss: 1.1378
Epoch 1/1... Discriminator Loss: 1.2412... Generator Loss: 1.2405
Epoch 1/1... Discriminator Loss: 0.7337... Generator Loss: 2.4108
Epoch 1/1... Discriminator Loss: 1.5616... Generator Loss: 0.7712
Epoch 1/1... Discriminator Loss: 1.1742... Generator Loss: 1.5827
Epoch 1/1... Discriminator Loss: 1.2318... Generator Loss: 1.0852
Epoch 1/1... Discriminator Loss: 1.1053... Generator Loss: 1.1483
Epoch 1/1... Discriminator Loss: 1.1672... Generator Loss: 1.3307
Epoch 1/1... Discriminator Loss: 0.8973... Generator Loss: 3.4235
Epoch 1/1... Discriminator Loss: 1.4513... Generator Loss: 0.6055
Epoch 1/1... Discriminator Loss: 0.8126... Generator Loss: 1.7688
Epoch 1/1... Discriminator Loss: 1.3822... Generator Loss: 0.5774
Epoch 1/1... Discriminator Loss: 1.0658... Generator Loss: 1.1727
Epoch 1/1... Discriminator Loss: 1.4750... Generator Loss: 1.5507
Epoch 1/1... Discriminator Loss: 1.0444... Generator Loss: 1.1745
Epoch 1/1... Discriminator Loss: 1.0427... Generator Loss: 2.0419
Epoch 1/1... Discriminator Loss: 1.5450... Generator Loss: 0.8514
Epoch 1/1... Discriminator Loss: 1.4300... Generator Loss: 0.6586
Epoch 1/1... Discriminator Loss: 1.0007... Generator Loss: 0.7966
Epoch 1/1... Discriminator Loss: 1.5233... Generator Loss: 0.8218
Epoch 1/1... Discriminator Loss: 2.1502... Generator Loss: 0.2231
Epoch 1/1... Discriminator Loss: 1.0736... Generator Loss: 1.5092
Epoch 1/1... Discriminator Loss: 1.0920... Generator Loss: 0.9131
Epoch 1/1... Discriminator Loss: 1.4906... Generator Loss: 0.9166
Epoch 1/1... Discriminator Loss: 0.8688... Generator Loss: 2.4559
Epoch 1/1... Discriminator Loss: 1.1333... Generator Loss: 1.0785
Epoch 1/1... Discriminator Loss: 1.3022... Generator Loss: 0.7738
Epoch 1/1... Discriminator Loss: 0.5189... Generator Loss: 2.8970
Epoch 1/1... Discriminator Loss: 1.0863... Generator Loss: 1.3033
Epoch 1/1... Discriminator Loss: 1.2119... Generator Loss: 0.6063
Epoch 1/1... Discriminator Loss: 1.4503... Generator Loss: 1.0125
Epoch 1/1... Discriminator Loss: 1.5847... Generator Loss: 0.4963
Epoch 1/1... Discriminator Loss: 1.2374... Generator Loss: 1.1569
Epoch 1/1... Discriminator Loss: 1.4698... Generator Loss: 0.8958
Epoch 1/1... Discriminator Loss: 1.0217... Generator Loss: 3.1349
Epoch 1/1... Discriminator Loss: 1.0170... Generator Loss: 1.3892
Epoch 1/1... Discriminator Loss: 1.1245... Generator Loss: 0.9268
Epoch 1/1... Discriminator Loss: 1.2787... Generator Loss: 0.7773
Epoch 1/1... Discriminator Loss: 1.3706... Generator Loss: 1.3807
Epoch 1/1... Discriminator Loss: 1.3361... Generator Loss: 0.8927
Epoch 1/1... Discriminator Loss: 1.5266... Generator Loss: 1.0658
Epoch 1/1... Discriminator Loss: 1.6813... Generator Loss: 0.3783
Epoch 1/1... Discriminator Loss: 1.1298... Generator Loss: 1.2564
Epoch 1/1... Discriminator Loss: 0.9257... Generator Loss: 3.7370
Epoch 1/1... Discriminator Loss: 0.7190... Generator Loss: 2.2118
Epoch 1/1... Discriminator Loss: 1.0177... Generator Loss: 1.2551
Epoch 1/1... Discriminator Loss: 0.8284... Generator Loss: 1.5975
Epoch 1/1... Discriminator Loss: 1.5722... Generator Loss: 0.9873
Epoch 1/1... Discriminator Loss: 0.4239... Generator Loss: 5.0173
Epoch 1/1... Discriminator Loss: 1.3020... Generator Loss: 1.1257
Epoch 1/1... Discriminator Loss: 1.5000... Generator Loss: 1.2273
Epoch 1/1... Discriminator Loss: 0.6889... Generator Loss: 1.7516
Epoch 1/1... Discriminator Loss: 1.3963... Generator Loss: 1.2398
Epoch 1/1... Discriminator Loss: 1.0520... Generator Loss: 0.8310
Epoch 1/1... Discriminator Loss: 1.6464... Generator Loss: 0.4776
Epoch 1/1... Discriminator Loss: 0.7213... Generator Loss: 1.7701
Epoch 1/1... Discriminator Loss: 1.3438... Generator Loss: 0.6970
Epoch 1/1... Discriminator Loss: 1.2430... Generator Loss: 0.5840
Epoch 1/1... Discriminator Loss: 0.7270... Generator Loss: 1.9766
Epoch 1/1... Discriminator Loss: 0.8239... Generator Loss: 2.2148
Epoch 1/1... Discriminator Loss: 0.9456... Generator Loss: 1.1221
Epoch 1/1... Discriminator Loss: 1.1849... Generator Loss: 1.3168
Epoch 1/1... Discriminator Loss: 1.2504... Generator Loss: 0.9485
Epoch 1/1... Discriminator Loss: 1.1832... Generator Loss: 1.2510
Epoch 1/1... Discriminator Loss: 1.0875... Generator Loss: 1.0576
Epoch 1/1... Discriminator Loss: 0.8014... Generator Loss: 1.0368
Epoch 1/1... Discriminator Loss: 1.3634... Generator Loss: 0.6664
Epoch 1/1... Discriminator Loss: 1.8979... Generator Loss: 0.5144
Epoch 1/1... Discriminator Loss: 1.0871... Generator Loss: 1.1036
Epoch 1/1... Discriminator Loss: 1.0101... Generator Loss: 1.4588
Epoch 1/1... Discriminator Loss: 1.4147... Generator Loss: 1.9395
Epoch 1/1... Discriminator Loss: 0.7787... Generator Loss: 1.6789
Epoch 1/1... Discriminator Loss: 1.1781... Generator Loss: 0.7706
Epoch 1/1... Discriminator Loss: 0.5803... Generator Loss: 1.7127
Epoch 1/1... Discriminator Loss: 0.8060... Generator Loss: 2.2772
Epoch 1/1... Discriminator Loss: 0.9647... Generator Loss: 1.1774
Epoch 1/1... Discriminator Loss: 1.0651... Generator Loss: 0.8499
Epoch 1/1... Discriminator Loss: 1.1634... Generator Loss: 1.2122
Epoch 1/1... Discriminator Loss: 1.3770... Generator Loss: 0.5737
Epoch 1/1... Discriminator Loss: 1.2741... Generator Loss: 1.0877
Epoch 1/1... Discriminator Loss: 0.5103... Generator Loss: 3.2479
Epoch 1/1... Discriminator Loss: 1.0250... Generator Loss: 1.0538
Epoch 1/1... Discriminator Loss: 0.8454... Generator Loss: 1.4667
Epoch 1/1... Discriminator Loss: 1.7388... Generator Loss: 0.4718
Epoch 1/1... Discriminator Loss: 0.6824... Generator Loss: 3.0098
Epoch 1/1... Discriminator Loss: 1.3582... Generator Loss: 0.9630
Epoch 1/1... Discriminator Loss: 1.0275... Generator Loss: 1.4604
Epoch 1/1... Discriminator Loss: 0.7287... Generator Loss: 2.2327
Epoch 1/1... Discriminator Loss: 0.8355... Generator Loss: 2.3815
Epoch 1/1... Discriminator Loss: 1.1731... Generator Loss: 1.3294
Epoch 1/1... Discriminator Loss: 1.6860... Generator Loss: 0.4315
Epoch 1/1... Discriminator Loss: 1.2570... Generator Loss: 0.8300
Epoch 1/1... Discriminator Loss: 1.3521... Generator Loss: 1.0275
Epoch 1/1... Discriminator Loss: 0.7974... Generator Loss: 2.6561
Epoch 1/1... Discriminator Loss: 1.6804... Generator Loss: 0.3237
Epoch 1/1... Discriminator Loss: 1.5168... Generator Loss: 0.8253
Epoch 1/1... Discriminator Loss: 0.9931... Generator Loss: 2.0122
Epoch 1/1... Discriminator Loss: 0.4611... Generator Loss: 4.2368
Epoch 1/1... Discriminator Loss: 1.3366... Generator Loss: 1.0771
Epoch 1/1... Discriminator Loss: 0.9271... Generator Loss: 1.1626
Epoch 1/1... Discriminator Loss: 0.6881... Generator Loss: 2.4947
Epoch 1/1... Discriminator Loss: 1.1707... Generator Loss: 1.0407
Epoch 1/1... Discriminator Loss: 0.8227... Generator Loss: 1.1444
Epoch 1/1... Discriminator Loss: 0.8136... Generator Loss: 6.9677
Epoch 1/1... Discriminator Loss: 1.3708... Generator Loss: 0.6076
Epoch 1/1... Discriminator Loss: 1.6610... Generator Loss: 0.5972
Epoch 1/1... Discriminator Loss: 1.1683... Generator Loss: 1.2825
Epoch 1/1... Discriminator Loss: 1.2020... Generator Loss: 0.7705
Epoch 1/1... Discriminator Loss: 0.6954... Generator Loss: 4.9591
Epoch 1/1... Discriminator Loss: 1.0612... Generator Loss: 2.0767
Epoch 1/1... Discriminator Loss: 1.2744... Generator Loss: 0.9155
Epoch 1/1... Discriminator Loss: 1.3156... Generator Loss: 0.9908
Epoch 1/1... Discriminator Loss: 1.4129... Generator Loss: 1.1309
Epoch 1/1... Discriminator Loss: 0.7840... Generator Loss: 1.4135
Epoch 1/1... Discriminator Loss: 0.9558... Generator Loss: 2.3253
Epoch 1/1... Discriminator Loss: 1.0686... Generator Loss: 1.4493
Epoch 1/1... Discriminator Loss: 0.6535... Generator Loss: 4.1254
Epoch 1/1... Discriminator Loss: 1.4116... Generator Loss: 1.1397
Epoch 1/1... Discriminator Loss: 1.5155... Generator Loss: 0.5472
Epoch 1/1... Discriminator Loss: 1.2955... Generator Loss: 0.8238
Epoch 1/1... Discriminator Loss: 0.8259... Generator Loss: 2.0880
Epoch 1/1... Discriminator Loss: 1.1435... Generator Loss: 1.5828
Epoch 1/1... Discriminator Loss: 1.2307... Generator Loss: 0.6990
Epoch 1/1... Discriminator Loss: 0.7444... Generator Loss: 1.4877
Epoch 1/1... Discriminator Loss: 1.3771... Generator Loss: 0.7769
Epoch 1/1... Discriminator Loss: 0.9346... Generator Loss: 1.0442
Epoch 1/1... Discriminator Loss: 1.2465... Generator Loss: 1.0180
Epoch 1/1... Discriminator Loss: 1.4475... Generator Loss: 0.7090
Epoch 1/1... Discriminator Loss: 0.9822... Generator Loss: 1.9110
Epoch 1/1... Discriminator Loss: 1.1935... Generator Loss: 0.8424
Epoch 1/1... Discriminator Loss: 1.0298... Generator Loss: 0.7084
Epoch 1/1... Discriminator Loss: 0.5239... Generator Loss: 2.7111
Epoch 1/1... Discriminator Loss: 1.8431... Generator Loss: 0.6324
Epoch 1/1... Discriminator Loss: 1.5061... Generator Loss: 0.5974
Epoch 1/1... Discriminator Loss: 1.2084... Generator Loss: 1.2026
Epoch 1/1... Discriminator Loss: 0.9522... Generator Loss: 1.3330
Epoch 1/1... Discriminator Loss: 1.3795... Generator Loss: 1.5002
Epoch 1/1... Discriminator Loss: 0.4363... Generator Loss: 4.9382
Epoch 1/1... Discriminator Loss: 0.6410... Generator Loss: 2.1139
Epoch 1/1... Discriminator Loss: 1.4986... Generator Loss: 0.6306
Epoch 1/1... Discriminator Loss: 1.6560... Generator Loss: 1.4254
Epoch 1/1... Discriminator Loss: 0.7993... Generator Loss: 1.3437
Epoch 1/1... Discriminator Loss: 0.6606... Generator Loss: 3.1024
Epoch 1/1... Discriminator Loss: 0.6910... Generator Loss: 1.8274
Epoch 1/1... Discriminator Loss: 1.2253... Generator Loss: 1.1363
Epoch 1/1... Discriminator Loss: 1.1480... Generator Loss: 0.7586
Epoch 1/1... Discriminator Loss: 0.9694... Generator Loss: 1.4634
Epoch 1/1... Discriminator Loss: 0.6680... Generator Loss: 2.8720
Epoch 1/1... Discriminator Loss: 1.1681... Generator Loss: 1.2578
Epoch 1/1... Discriminator Loss: 1.3302... Generator Loss: 0.8030
Epoch 1/1... Discriminator Loss: 1.4251... Generator Loss: 0.4346
Epoch 1/1... Discriminator Loss: 1.4421... Generator Loss: 0.7587
Epoch 1/1... Discriminator Loss: 1.2815... Generator Loss: 0.6459
Epoch 1/1... Discriminator Loss: 0.7711... Generator Loss: 2.1564
Epoch 1/1... Discriminator Loss: 1.1909... Generator Loss: 1.1505
Epoch 1/1... Discriminator Loss: 1.1118... Generator Loss: 1.4085
Epoch 1/1... Discriminator Loss: 0.9403... Generator Loss: 1.4626
Epoch 1/1... Discriminator Loss: 1.0699... Generator Loss: 1.2060
Epoch 1/1... Discriminator Loss: 1.9455... Generator Loss: 0.5445
Epoch 1/1... Discriminator Loss: 1.9080... Generator Loss: 0.3738
Epoch 1/1... Discriminator Loss: 1.6247... Generator Loss: 0.5799
Epoch 1/1... Discriminator Loss: 0.9679... Generator Loss: 1.5005
Epoch 1/1... Discriminator Loss: 0.8954... Generator Loss: 1.2273
Epoch 1/1... Discriminator Loss: 1.2125... Generator Loss: 0.9905
Epoch 1/1... Discriminator Loss: 1.1638... Generator Loss: 0.7388
Epoch 1/1... Discriminator Loss: 1.4787... Generator Loss: 1.9165
Epoch 1/1... Discriminator Loss: 1.2260... Generator Loss: 0.9654
Epoch 1/1... Discriminator Loss: 1.3519... Generator Loss: 0.6729
Epoch 1/1... Discriminator Loss: 1.5279... Generator Loss: 0.8279
Epoch 1/1... Discriminator Loss: 1.2755... Generator Loss: 0.9357
Epoch 1/1... Discriminator Loss: 0.9931... Generator Loss: 2.7188
Epoch 1/1... Discriminator Loss: 1.1007... Generator Loss: 1.2740
Epoch 1/1... Discriminator Loss: 1.6361... Generator Loss: 0.6935
Epoch 1/1... Discriminator Loss: 1.7150... Generator Loss: 0.5114
Epoch 1/1... Discriminator Loss: 1.1860... Generator Loss: 0.8942
Epoch 1/1... Discriminator Loss: 1.5357... Generator Loss: 0.6575
Epoch 1/1... Discriminator Loss: 1.5348... Generator Loss: 0.6143
Epoch 1/1... Discriminator Loss: 1.0797... Generator Loss: 1.1493
Epoch 1/1... Discriminator Loss: 1.4452... Generator Loss: 0.7849
Epoch 1/1... Discriminator Loss: 1.1187... Generator Loss: 1.2702
Epoch 1/1... Discriminator Loss: 0.5891... Generator Loss: 3.2136
Epoch 1/1... Discriminator Loss: 1.5217... Generator Loss: 1.0477
Epoch 1/1... Discriminator Loss: 0.9929... Generator Loss: 0.8882
Epoch 1/1... Discriminator Loss: 0.6653... Generator Loss: 2.6733
Epoch 1/1... Discriminator Loss: 1.5192... Generator Loss: 0.6182
Epoch 1/1... Discriminator Loss: 1.0223... Generator Loss: 1.2474
Epoch 1/1... Discriminator Loss: 1.3112... Generator Loss: 0.7594
Epoch 1/1... Discriminator Loss: 1.5624... Generator Loss: 0.5876
Epoch 1/1... Discriminator Loss: 1.1759... Generator Loss: 1.0462
Epoch 1/1... Discriminator Loss: 2.0043... Generator Loss: 0.6020
Epoch 1/1... Discriminator Loss: 1.0639... Generator Loss: 1.4231
Epoch 1/1... Discriminator Loss: 1.2606... Generator Loss: 0.8754
Epoch 1/1... Discriminator Loss: 1.3274... Generator Loss: 2.3153
Epoch 1/1... Discriminator Loss: 1.2550... Generator Loss: 0.7136
Epoch 1/1... Discriminator Loss: 1.3468... Generator Loss: 0.7502
Epoch 1/1... Discriminator Loss: 1.4395... Generator Loss: 0.8182
Epoch 1/1... Discriminator Loss: 0.7444... Generator Loss: 1.6623
Epoch 1/1... Discriminator Loss: 1.7274... Generator Loss: 0.6215
Epoch 1/1... Discriminator Loss: 0.8899... Generator Loss: 2.7160
Epoch 1/1... Discriminator Loss: 1.6647... Generator Loss: 0.8524
Epoch 1/1... Discriminator Loss: 1.2943... Generator Loss: 0.7849
Epoch 1/1... Discriminator Loss: 1.3417... Generator Loss: 0.7809
Epoch 1/1... Discriminator Loss: 1.1329... Generator Loss: 1.1228
Epoch 1/1... Discriminator Loss: 1.3702... Generator Loss: 0.8149
Epoch 1/1... Discriminator Loss: 0.9373... Generator Loss: 1.9087
Epoch 1/1... Discriminator Loss: 1.2951... Generator Loss: 0.8672
Epoch 1/1... Discriminator Loss: 0.7219... Generator Loss: 1.9015
Epoch 1/1... Discriminator Loss: 1.2041... Generator Loss: 0.8679
Epoch 1/1... Discriminator Loss: 1.5070... Generator Loss: 0.5055
Epoch 1/1... Discriminator Loss: 1.7210... Generator Loss: 0.4762
Epoch 1/1... Discriminator Loss: 0.6396... Generator Loss: 3.8872
Epoch 1/1... Discriminator Loss: 0.9643... Generator Loss: 1.1416
Epoch 1/1... Discriminator Loss: 0.8830... Generator Loss: 4.0116
Epoch 1/1... Discriminator Loss: 1.6507... Generator Loss: 0.5818
Epoch 1/1... Discriminator Loss: 0.8819... Generator Loss: 1.1450
Epoch 1/1... Discriminator Loss: 1.3262... Generator Loss: 0.9763
Epoch 1/1... Discriminator Loss: 1.2430... Generator Loss: 0.6435
Epoch 1/1... Discriminator Loss: 0.8117... Generator Loss: 1.2512
Epoch 1/1... Discriminator Loss: 1.2038... Generator Loss: 1.4720
Epoch 1/1... Discriminator Loss: 1.0428... Generator Loss: 1.4374
Epoch 1/1... Discriminator Loss: 0.9009... Generator Loss: 1.3409
Epoch 1/1... Discriminator Loss: 1.4901... Generator Loss: 0.9300
Epoch 1/1... Discriminator Loss: 1.2946... Generator Loss: 1.1415
Epoch 1/1... Discriminator Loss: 1.5022... Generator Loss: 0.7328
Epoch 1/1... Discriminator Loss: 0.7095... Generator Loss: 1.9442
Epoch 1/1... Discriminator Loss: 1.0311... Generator Loss: 1.2579
Epoch 1/1... Discriminator Loss: 1.4686... Generator Loss: 0.7963
Epoch 1/1... Discriminator Loss: 1.4051... Generator Loss: 1.3468
Epoch 1/1... Discriminator Loss: 1.2688... Generator Loss: 1.1476
Epoch 1/1... Discriminator Loss: 0.5271... Generator Loss: 2.8928
Epoch 1/1... Discriminator Loss: 1.3427... Generator Loss: 1.0309
Epoch 1/1... Discriminator Loss: 0.7991... Generator Loss: 1.0050
Epoch 1/1... Discriminator Loss: 1.2224... Generator Loss: 1.0372
Epoch 1/1... Discriminator Loss: 1.1338... Generator Loss: 1.2188
Epoch 1/1... Discriminator Loss: 1.1006... Generator Loss: 1.1845
Epoch 1/1... Discriminator Loss: 1.2736... Generator Loss: 1.2621
Epoch 1/1... Discriminator Loss: 1.0598... Generator Loss: 0.7582
Epoch 1/1... Discriminator Loss: 1.4774... Generator Loss: 0.7166
Epoch 1/1... Discriminator Loss: 1.3822... Generator Loss: 0.6611
Epoch 1/1... Discriminator Loss: 1.6248... Generator Loss: 0.5485
Epoch 1/1... Discriminator Loss: 1.3646... Generator Loss: 0.6972
Epoch 1/1... Discriminator Loss: 1.3567... Generator Loss: 0.9511
Epoch 1/1... Discriminator Loss: 1.0121... Generator Loss: 1.0608
Epoch 1/1... Discriminator Loss: 0.6949... Generator Loss: 3.7667
Epoch 1/1... Discriminator Loss: 1.1908... Generator Loss: 1.1111
Epoch 1/1... Discriminator Loss: 1.2723... Generator Loss: 1.1066
Epoch 1/1... Discriminator Loss: 1.3473... Generator Loss: 1.0462
Epoch 1/1... Discriminator Loss: 1.0189... Generator Loss: 1.3553
Epoch 1/1... Discriminator Loss: 1.3707... Generator Loss: 0.6299
Epoch 1/1... Discriminator Loss: 0.6688... Generator Loss: 1.5329
Epoch 1/1... Discriminator Loss: 0.9605... Generator Loss: 1.0133
Epoch 1/1... Discriminator Loss: 0.8834... Generator Loss: 1.0690
Epoch 1/1... Discriminator Loss: 0.6352... Generator Loss: 1.0401
Epoch 1/1... Discriminator Loss: 0.9162... Generator Loss: 1.3752
Epoch 1/1... Discriminator Loss: 1.8547... Generator Loss: 0.3466
Epoch 1/1... Discriminator Loss: 1.5895... Generator Loss: 1.7374
Epoch 1/1... Discriminator Loss: 1.5351... Generator Loss: 0.5980
Epoch 1/1... Discriminator Loss: 1.6213... Generator Loss: 0.6672
Epoch 1/1... Discriminator Loss: 1.7097... Generator Loss: 0.8447
Epoch 1/1... Discriminator Loss: 1.2663... Generator Loss: 0.7298
Epoch 1/1... Discriminator Loss: 1.4009... Generator Loss: 0.6033
Epoch 1/1... Discriminator Loss: 1.4055... Generator Loss: 0.8534
Epoch 1/1... Discriminator Loss: 1.3679... Generator Loss: 0.6928
Epoch 1/1... Discriminator Loss: 0.9524... Generator Loss: 0.8888
Epoch 1/1... Discriminator Loss: 1.2136... Generator Loss: 1.5156
Epoch 1/1... Discriminator Loss: 1.2800... Generator Loss: 0.7833
Epoch 1/1... Discriminator Loss: 1.0823... Generator Loss: 1.0299
Epoch 1/1... Discriminator Loss: 1.4746... Generator Loss: 0.7707
Epoch 1/1... Discriminator Loss: 1.4327... Generator Loss: 0.7526
Epoch 1/1... Discriminator Loss: 1.0983... Generator Loss: 1.7778
Epoch 1/1... Discriminator Loss: 1.4082... Generator Loss: 0.8866
Epoch 1/1... Discriminator Loss: 1.4103... Generator Loss: 0.8804
Epoch 1/1... Discriminator Loss: 1.0589... Generator Loss: 1.2510
Epoch 1/1... Discriminator Loss: 1.2093... Generator Loss: 0.8362
Epoch 1/1... Discriminator Loss: 0.9410... Generator Loss: 1.8438
Epoch 1/1... Discriminator Loss: 1.3557... Generator Loss: 0.7182
Epoch 1/1... Discriminator Loss: 0.9663... Generator Loss: 3.9043
Epoch 1/1... Discriminator Loss: 1.6783... Generator Loss: 0.4680
Epoch 1/1... Discriminator Loss: 1.2606... Generator Loss: 0.5562
Epoch 1/1... Discriminator Loss: 1.4137... Generator Loss: 0.6244
Epoch 1/1... Discriminator Loss: 1.5467... Generator Loss: 1.2113
Epoch 1/1... Discriminator Loss: 1.1595... Generator Loss: 0.7973
Epoch 1/1... Discriminator Loss: 1.1671... Generator Loss: 0.7989
Epoch 1/1... Discriminator Loss: 1.4954... Generator Loss: 0.7677
Epoch 1/1... Discriminator Loss: 1.0286... Generator Loss: 1.3405
Epoch 1/1... Discriminator Loss: 0.9815... Generator Loss: 1.2040
Epoch 1/1... Discriminator Loss: 1.6993... Generator Loss: 0.7356
Epoch 1/1... Discriminator Loss: 1.4627... Generator Loss: 1.0044
Epoch 1/1... Discriminator Loss: 1.2584... Generator Loss: 0.8064
Epoch 1/1... Discriminator Loss: 1.8173... Generator Loss: 0.5498
Epoch 1/1... Discriminator Loss: 1.4343... Generator Loss: 0.7168
Epoch 1/1... Discriminator Loss: 0.9328... Generator Loss: 1.9876
Epoch 1/1... Discriminator Loss: 1.4698... Generator Loss: 0.7629
Epoch 1/1... Discriminator Loss: 1.3112... Generator Loss: 0.9771
Epoch 1/1... Discriminator Loss: 1.5958... Generator Loss: 0.6298
Epoch 1/1... Discriminator Loss: 1.5698... Generator Loss: 0.8236
Epoch 1/1... Discriminator Loss: 1.3555... Generator Loss: 0.6116
Epoch 1/1... Discriminator Loss: 1.5037... Generator Loss: 0.7985
Epoch 1/1... Discriminator Loss: 1.2956... Generator Loss: 1.1053
Epoch 1/1... Discriminator Loss: 1.4986... Generator Loss: 0.4911
Epoch 1/1... Discriminator Loss: 0.7129... Generator Loss: 2.1214
Epoch 1/1... Discriminator Loss: 1.2920... Generator Loss: 0.7180
Epoch 1/1... Discriminator Loss: 1.4392... Generator Loss: 0.8648
Epoch 1/1... Discriminator Loss: 1.1724... Generator Loss: 0.9225
Epoch 1/1... Discriminator Loss: 1.3454... Generator Loss: 0.7996
Epoch 1/1... Discriminator Loss: 1.4649... Generator Loss: 0.6720
Epoch 1/1... Discriminator Loss: 1.3545... Generator Loss: 1.0641
Epoch 1/1... Discriminator Loss: 1.1258... Generator Loss: 0.7923
Epoch 1/1... Discriminator Loss: 1.2539... Generator Loss: 0.7445
Epoch 1/1... Discriminator Loss: 1.4016... Generator Loss: 0.7992
Epoch 1/1... Discriminator Loss: 1.5962... Generator Loss: 0.4974
Epoch 1/1... Discriminator Loss: 1.2573... Generator Loss: 0.7975
Epoch 1/1... Discriminator Loss: 1.1151... Generator Loss: 0.9314
Epoch 1/1... Discriminator Loss: 1.3089... Generator Loss: 0.9975
Epoch 1/1... Discriminator Loss: 1.2170... Generator Loss: 0.8504
Epoch 1/1... Discriminator Loss: 1.0144... Generator Loss: 0.7164
Epoch 1/1... Discriminator Loss: 1.2264... Generator Loss: 1.1530
Epoch 1/1... Discriminator Loss: 1.1838... Generator Loss: 0.6506
Epoch 1/1... Discriminator Loss: 1.2927... Generator Loss: 0.9130
Epoch 1/1... Discriminator Loss: 1.3184... Generator Loss: 0.8630
Epoch 1/1... Discriminator Loss: 1.5516... Generator Loss: 0.8460
Epoch 1/1... Discriminator Loss: 1.3952... Generator Loss: 0.7278
Epoch 1/1... Discriminator Loss: 1.1324... Generator Loss: 0.9697
Epoch 1/1... Discriminator Loss: 1.4318... Generator Loss: 0.6776
Epoch 1/1... Discriminator Loss: 1.5120... Generator Loss: 0.7721
Epoch 1/1... Discriminator Loss: 1.0529... Generator Loss: 1.4517
Epoch 1/1... Discriminator Loss: 1.5151... Generator Loss: 1.1098
Epoch 1/1... Discriminator Loss: 1.0531... Generator Loss: 1.9166
Epoch 1/1... Discriminator Loss: 1.2091... Generator Loss: 0.7740
Epoch 1/1... Discriminator Loss: 1.5247... Generator Loss: 0.9454
Epoch 1/1... Discriminator Loss: 1.1740... Generator Loss: 1.0889
Epoch 1/1... Discriminator Loss: 1.2621... Generator Loss: 0.8746
Epoch 1/1... Discriminator Loss: 1.1368... Generator Loss: 0.9082
Epoch 1/1... Discriminator Loss: 1.2486... Generator Loss: 0.8651
Epoch 1/1... Discriminator Loss: 1.1226... Generator Loss: 0.9967
Epoch 1/1... Discriminator Loss: 1.1919... Generator Loss: 0.9510
Epoch 1/1... Discriminator Loss: 1.4552... Generator Loss: 0.5488
Epoch 1/1... Discriminator Loss: 1.4331... Generator Loss: 0.6375
Epoch 1/1... Discriminator Loss: 1.7008... Generator Loss: 0.4975
Epoch 1/1... Discriminator Loss: 1.1867... Generator Loss: 0.6405
Epoch 1/1... Discriminator Loss: 1.6961... Generator Loss: 0.6254
Epoch 1/1... Discriminator Loss: 1.2232... Generator Loss: 0.8196
Epoch 1/1... Discriminator Loss: 1.3317... Generator Loss: 0.9750
Epoch 1/1... Discriminator Loss: 1.4215... Generator Loss: 0.9164
Epoch 1/1... Discriminator Loss: 1.3368... Generator Loss: 0.7989
Epoch 1/1... Discriminator Loss: 1.0146... Generator Loss: 0.7547
Epoch 1/1... Discriminator Loss: 1.1996... Generator Loss: 1.1511
Epoch 1/1... Discriminator Loss: 1.3878... Generator Loss: 1.0195
Epoch 1/1... Discriminator Loss: 1.1514... Generator Loss: 1.1297
Epoch 1/1... Discriminator Loss: 1.4444... Generator Loss: 0.8055
Epoch 1/1... Discriminator Loss: 1.5633... Generator Loss: 0.7922
Epoch 1/1... Discriminator Loss: 1.1502... Generator Loss: 1.5522
Epoch 1/1... Discriminator Loss: 1.1630... Generator Loss: 0.9117
Epoch 1/1... Discriminator Loss: 1.4585... Generator Loss: 0.5157
Epoch 1/1... Discriminator Loss: 1.2394... Generator Loss: 0.9558
Epoch 1/1... Discriminator Loss: 1.1988... Generator Loss: 1.0797
Epoch 1/1... Discriminator Loss: 1.1710... Generator Loss: 1.2651
Epoch 1/1... Discriminator Loss: 1.5677... Generator Loss: 0.7352
Epoch 1/1... Discriminator Loss: 1.3070... Generator Loss: 0.8764
Epoch 1/1... Discriminator Loss: 1.5441... Generator Loss: 0.7470
Epoch 1/1... Discriminator Loss: 1.6724... Generator Loss: 0.5877
Epoch 1/1... Discriminator Loss: 1.0409... Generator Loss: 0.8018
Epoch 1/1... Discriminator Loss: 1.4256... Generator Loss: 0.8727
Epoch 1/1... Discriminator Loss: 1.3263... Generator Loss: 0.9936
Epoch 1/1... Discriminator Loss: 1.6082... Generator Loss: 0.9110
Epoch 1/1... Discriminator Loss: 1.5502... Generator Loss: 0.6798
Epoch 1/1... Discriminator Loss: 1.3986... Generator Loss: 1.0611
Epoch 1/1... Discriminator Loss: 1.4229... Generator Loss: 0.9083
Epoch 1/1... Discriminator Loss: 1.1975... Generator Loss: 1.0466
Epoch 1/1... Discriminator Loss: 1.2009... Generator Loss: 1.3641
Epoch 1/1... Discriminator Loss: 1.7875... Generator Loss: 0.9863
Epoch 1/1... Discriminator Loss: 0.7981... Generator Loss: 1.4278
Epoch 1/1... Discriminator Loss: 1.3450... Generator Loss: 0.8033
Epoch 1/1... Discriminator Loss: 1.2560... Generator Loss: 1.0244
Epoch 1/1... Discriminator Loss: 1.1683... Generator Loss: 0.9620
Epoch 1/1... Discriminator Loss: 1.5352... Generator Loss: 0.6814
Epoch 1/1... Discriminator Loss: 1.4025... Generator Loss: 0.7472
Epoch 1/1... Discriminator Loss: 1.3019... Generator Loss: 0.6248
Epoch 1/1... Discriminator Loss: 1.2669... Generator Loss: 1.0011
Epoch 1/1... Discriminator Loss: 1.3312... Generator Loss: 0.7655
Epoch 1/1... Discriminator Loss: 1.1993... Generator Loss: 1.1809
Epoch 1/1... Discriminator Loss: 1.4528... Generator Loss: 1.0349
Epoch 1/1... Discriminator Loss: 1.2517... Generator Loss: 0.8758
Epoch 1/1... Discriminator Loss: 1.3874... Generator Loss: 0.7372
Epoch 1/1... Discriminator Loss: 0.7871... Generator Loss: 2.2319
Epoch 1/1... Discriminator Loss: 1.2815... Generator Loss: 0.8560
Epoch 1/1... Discriminator Loss: 1.1905... Generator Loss: 1.1572
Epoch 1/1... Discriminator Loss: 1.1082... Generator Loss: 1.4006
Epoch 1/1... Discriminator Loss: 1.2731... Generator Loss: 0.8337
Epoch 1/1... Discriminator Loss: 1.2690... Generator Loss: 0.8048
Epoch 1/1... Discriminator Loss: 1.3551... Generator Loss: 0.7519
Epoch 1/1... Discriminator Loss: 1.5883... Generator Loss: 0.8886
Epoch 1/1... Discriminator Loss: 1.0973... Generator Loss: 0.9977
Epoch 1/1... Discriminator Loss: 1.5980... Generator Loss: 0.9118
Epoch 1/1... Discriminator Loss: 1.2981... Generator Loss: 1.3111
Epoch 1/1... Discriminator Loss: 1.0389... Generator Loss: 0.9579
Epoch 1/1... Discriminator Loss: 1.3874... Generator Loss: 0.5556
Epoch 1/1... Discriminator Loss: 1.2892... Generator Loss: 0.7521
Epoch 1/1... Discriminator Loss: 1.0507... Generator Loss: 1.2418
Epoch 1/1... Discriminator Loss: 1.3705... Generator Loss: 0.8031
Epoch 1/1... Discriminator Loss: 1.0867... Generator Loss: 1.2075
Epoch 1/1... Discriminator Loss: 1.5807... Generator Loss: 0.8137
Epoch 1/1... Discriminator Loss: 1.3391... Generator Loss: 0.7467
Epoch 1/1... Discriminator Loss: 1.4622... Generator Loss: 1.1392
Epoch 1/1... Discriminator Loss: 1.3819... Generator Loss: 0.8312
Epoch 1/1... Discriminator Loss: 1.2681... Generator Loss: 0.7539
Epoch 1/1... Discriminator Loss: 1.4664... Generator Loss: 0.8919
Epoch 1/1... Discriminator Loss: 1.2533... Generator Loss: 0.8638
Epoch 1/1... Discriminator Loss: 1.6551... Generator Loss: 0.4643
Epoch 1/1... Discriminator Loss: 1.1894... Generator Loss: 0.9174
Epoch 1/1... Discriminator Loss: 1.0866... Generator Loss: 1.0881
Epoch 1/1... Discriminator Loss: 1.5295... Generator Loss: 0.9094
Epoch 1/1... Discriminator Loss: 1.5125... Generator Loss: 0.5495
Epoch 1/1... Discriminator Loss: 0.8432... Generator Loss: 2.1199
Epoch 1/1... Discriminator Loss: 1.3575... Generator Loss: 0.9812
Epoch 1/1... Discriminator Loss: 1.5147... Generator Loss: 0.9496
Epoch 1/1... Discriminator Loss: 1.3341... Generator Loss: 0.7641
Epoch 1/1... Discriminator Loss: 1.2875... Generator Loss: 0.7075
Epoch 1/1... Discriminator Loss: 1.0825... Generator Loss: 1.0371
Epoch 1/1... Discriminator Loss: 1.3688... Generator Loss: 0.8925
Epoch 1/1... Discriminator Loss: 1.2594... Generator Loss: 0.9206
Epoch 1/1... Discriminator Loss: 1.6021... Generator Loss: 0.5789
Epoch 1/1... Discriminator Loss: 1.2705... Generator Loss: 0.8630
Epoch 1/1... Discriminator Loss: 1.2110... Generator Loss: 1.0688
Epoch 1/1... Discriminator Loss: 1.4264... Generator Loss: 0.7091
Epoch 1/1... Discriminator Loss: 1.5696... Generator Loss: 0.6093
Epoch 1/1... Discriminator Loss: 1.5365... Generator Loss: 0.8906
Epoch 1/1... Discriminator Loss: 1.4061... Generator Loss: 0.6770
Epoch 1/1... Discriminator Loss: 1.2023... Generator Loss: 1.0611
Epoch 1/1... Discriminator Loss: 1.3956... Generator Loss: 0.5492
Epoch 1/1... Discriminator Loss: 1.3028... Generator Loss: 0.8764
Epoch 1/1... Discriminator Loss: 1.2954... Generator Loss: 0.6212
Epoch 1/1... Discriminator Loss: 0.9942... Generator Loss: 1.1913
Epoch 1/1... Discriminator Loss: 1.2766... Generator Loss: 0.8815
Epoch 1/1... Discriminator Loss: 1.4161... Generator Loss: 0.9269
Epoch 1/1... Discriminator Loss: 1.2661... Generator Loss: 0.7412
Epoch 1/1... Discriminator Loss: 1.4913... Generator Loss: 0.8142
Epoch 1/1... Discriminator Loss: 1.5951... Generator Loss: 0.7466
Epoch 1/1... Discriminator Loss: 1.3091... Generator Loss: 0.8595
Epoch 1/1... Discriminator Loss: 1.4972... Generator Loss: 1.0078
Epoch 1/1... Discriminator Loss: 1.2232... Generator Loss: 1.0784
Epoch 1/1... Discriminator Loss: 1.6180... Generator Loss: 0.7744
Epoch 1/1... Discriminator Loss: 1.0445... Generator Loss: 0.9585
Epoch 1/1... Discriminator Loss: 1.3128... Generator Loss: 1.0105
Epoch 1/1... Discriminator Loss: 1.6635... Generator Loss: 0.9669
Epoch 1/1... Discriminator Loss: 1.4295... Generator Loss: 0.6961
Epoch 1/1... Discriminator Loss: 1.3960... Generator Loss: 0.6873
Epoch 1/1... Discriminator Loss: 1.3466... Generator Loss: 0.9401
Epoch 1/1... Discriminator Loss: 0.8293... Generator Loss: 1.2191
Epoch 1/1... Discriminator Loss: 1.5309... Generator Loss: 0.6365
Epoch 1/1... Discriminator Loss: 1.0608... Generator Loss: 1.1462
Epoch 1/1... Discriminator Loss: 1.1764... Generator Loss: 0.9725
Epoch 1/1... Discriminator Loss: 1.0155... Generator Loss: 1.3906
Epoch 1/1... Discriminator Loss: 1.2499... Generator Loss: 1.1394
Epoch 1/1... Discriminator Loss: 1.3809... Generator Loss: 0.8079
Epoch 1/1... Discriminator Loss: 1.2436... Generator Loss: 0.9673
Epoch 1/1... Discriminator Loss: 1.3570... Generator Loss: 0.8449
Epoch 1/1... Discriminator Loss: 1.5227... Generator Loss: 0.7268
Epoch 1/1... Discriminator Loss: 1.4229... Generator Loss: 0.6451
Epoch 1/1... Discriminator Loss: 1.4577... Generator Loss: 0.9169
Epoch 1/1... Discriminator Loss: 1.3814... Generator Loss: 0.8180
Epoch 1/1... Discriminator Loss: 1.3058... Generator Loss: 0.8168
Epoch 1/1... Discriminator Loss: 1.3444... Generator Loss: 0.8117
Epoch 1/1... Discriminator Loss: 1.0411... Generator Loss: 1.0522
Epoch 1/1... Discriminator Loss: 1.3856... Generator Loss: 0.8169
Epoch 1/1... Discriminator Loss: 1.2382... Generator Loss: 0.9761
Epoch 1/1... Discriminator Loss: 1.1552... Generator Loss: 0.9927
Epoch 1/1... Discriminator Loss: 1.3544... Generator Loss: 0.9165
Epoch 1/1... Discriminator Loss: 1.3874... Generator Loss: 0.7526
Epoch 1/1... Discriminator Loss: 1.1910... Generator Loss: 0.8846
Epoch 1/1... Discriminator Loss: 1.5582... Generator Loss: 0.8637
Epoch 1/1... Discriminator Loss: 1.5141... Generator Loss: 1.1446
Epoch 1/1... Discriminator Loss: 1.5892... Generator Loss: 0.6857
Epoch 1/1... Discriminator Loss: 1.2911... Generator Loss: 0.8633
Epoch 1/1... Discriminator Loss: 1.1777... Generator Loss: 0.8366
Epoch 1/1... Discriminator Loss: 1.2776... Generator Loss: 0.8289
Epoch 1/1... Discriminator Loss: 1.3124... Generator Loss: 0.6442
Epoch 1/1... Discriminator Loss: 1.3172... Generator Loss: 0.8063
Epoch 1/1... Discriminator Loss: 1.3330... Generator Loss: 0.7626
Epoch 1/1... Discriminator Loss: 1.3162... Generator Loss: 1.1224
Epoch 1/1... Discriminator Loss: 1.2445... Generator Loss: 0.9460
Epoch 1/1... Discriminator Loss: 1.6749... Generator Loss: 0.6687
Epoch 1/1... Discriminator Loss: 1.6662... Generator Loss: 0.7423
Epoch 1/1... Discriminator Loss: 0.7389... Generator Loss: 2.3954
Epoch 1/1... Discriminator Loss: 1.4696... Generator Loss: 0.8029
Epoch 1/1... Discriminator Loss: 1.1557... Generator Loss: 0.8551
Epoch 1/1... Discriminator Loss: 1.3553... Generator Loss: 1.0815
Epoch 1/1... Discriminator Loss: 1.1895... Generator Loss: 0.9149
Epoch 1/1... Discriminator Loss: 1.3456... Generator Loss: 0.7787
Epoch 1/1... Discriminator Loss: 1.7214... Generator Loss: 0.6465
Epoch 1/1... Discriminator Loss: 1.4631... Generator Loss: 0.7765
Epoch 1/1... Discriminator Loss: 1.2252... Generator Loss: 0.7792
Epoch 1/1... Discriminator Loss: 1.5676... Generator Loss: 0.9800
Epoch 1/1... Discriminator Loss: 1.4429... Generator Loss: 0.6485
Epoch 1/1... Discriminator Loss: 1.2120... Generator Loss: 0.9697
Epoch 1/1... Discriminator Loss: 1.4631... Generator Loss: 0.6506
Epoch 1/1... Discriminator Loss: 1.3711... Generator Loss: 0.8509
Epoch 1/1... Discriminator Loss: 1.5203... Generator Loss: 0.8798
Epoch 1/1... Discriminator Loss: 1.3888... Generator Loss: 0.7994
Epoch 1/1... Discriminator Loss: 1.4324... Generator Loss: 1.0698
Epoch 1/1... Discriminator Loss: 1.1773... Generator Loss: 1.1143
Epoch 1/1... Discriminator Loss: 1.3477... Generator Loss: 1.0195
Epoch 1/1... Discriminator Loss: 1.4671... Generator Loss: 0.8308
Epoch 1/1... Discriminator Loss: 1.3271... Generator Loss: 1.1152
Epoch 1/1... Discriminator Loss: 1.3056... Generator Loss: 0.8511
Epoch 1/1... Discriminator Loss: 1.4518... Generator Loss: 0.6036
Epoch 1/1... Discriminator Loss: 1.2161... Generator Loss: 1.0262
Epoch 1/1... Discriminator Loss: 1.2881... Generator Loss: 0.6511
Epoch 1/1... Discriminator Loss: 1.2454... Generator Loss: 0.8470
Epoch 1/1... Discriminator Loss: 1.2779... Generator Loss: 0.8795
Epoch 1/1... Discriminator Loss: 1.5471... Generator Loss: 0.7303
Epoch 1/1... Discriminator Loss: 1.5337... Generator Loss: 0.9700
Epoch 1/1... Discriminator Loss: 1.4569... Generator Loss: 0.7661
Epoch 1/1... Discriminator Loss: 1.4460... Generator Loss: 0.9715
Epoch 1/1... Discriminator Loss: 1.3072... Generator Loss: 0.7165
Epoch 1/1... Discriminator Loss: 1.8433... Generator Loss: 0.8274
Epoch 1/1... Discriminator Loss: 1.3384... Generator Loss: 0.7054
Epoch 1/1... Discriminator Loss: 1.2684... Generator Loss: 0.9316
Epoch 1/1... Discriminator Loss: 1.5299... Generator Loss: 0.6637
Epoch 1/1... Discriminator Loss: 1.3997... Generator Loss: 0.6934
Epoch 1/1... Discriminator Loss: 1.1626... Generator Loss: 0.7930
Epoch 1/1... Discriminator Loss: 1.4705... Generator Loss: 0.6425
Epoch 1/1... Discriminator Loss: 1.3527... Generator Loss: 0.7970
Epoch 1/1... Discriminator Loss: 1.3506... Generator Loss: 0.8498
Epoch 1/1... Discriminator Loss: 1.5115... Generator Loss: 0.6609
Epoch 1/1... Discriminator Loss: 1.2948... Generator Loss: 0.8385
Epoch 1/1... Discriminator Loss: 1.3863... Generator Loss: 0.8704
Epoch 1/1... Discriminator Loss: 1.3649... Generator Loss: 0.8424
Epoch 1/1... Discriminator Loss: 1.3833... Generator Loss: 0.7500
Epoch 1/1... Discriminator Loss: 1.1340... Generator Loss: 0.9318
Epoch 1/1... Discriminator Loss: 1.1707... Generator Loss: 0.8519
Epoch 1/1... Discriminator Loss: 1.3083... Generator Loss: 0.5953
Epoch 1/1... Discriminator Loss: 1.3728... Generator Loss: 0.8961
Epoch 1/1... Discriminator Loss: 1.3112... Generator Loss: 0.8283
Epoch 1/1... Discriminator Loss: 1.2989... Generator Loss: 0.4663
Epoch 1/1... Discriminator Loss: 1.3949... Generator Loss: 1.0520
Epoch 1/1... Discriminator Loss: 1.2856... Generator Loss: 0.7351
Epoch 1/1... Discriminator Loss: 1.7412... Generator Loss: 0.8046
Epoch 1/1... Discriminator Loss: 1.2839... Generator Loss: 1.0572
Epoch 1/1... Discriminator Loss: 1.3425... Generator Loss: 0.6861
Epoch 1/1... Discriminator Loss: 1.2598... Generator Loss: 0.6113
Epoch 1/1... Discriminator Loss: 1.6836... Generator Loss: 0.7307
Epoch 1/1... Discriminator Loss: 1.5886... Generator Loss: 0.6216
Epoch 1/1... Discriminator Loss: 1.4833... Generator Loss: 0.8155
Epoch 1/1... Discriminator Loss: 1.3769... Generator Loss: 0.8401
Epoch 1/1... Discriminator Loss: 1.3498... Generator Loss: 0.8081
Epoch 1/1... Discriminator Loss: 1.4417... Generator Loss: 0.6918
Epoch 1/1... Discriminator Loss: 1.2917... Generator Loss: 1.0035
Epoch 1/1... Discriminator Loss: 1.5365... Generator Loss: 0.7985
Epoch 1/1... Discriminator Loss: 1.3141... Generator Loss: 0.9858
Epoch 1/1... Discriminator Loss: 1.1356... Generator Loss: 1.0925
Epoch 1/1... Discriminator Loss: 1.3294... Generator Loss: 0.8619
Epoch 1/1... Discriminator Loss: 1.4303... Generator Loss: 0.6947
Epoch 1/1... Discriminator Loss: 1.2546... Generator Loss: 1.0530
Epoch 1/1... Discriminator Loss: 1.3891... Generator Loss: 0.9829
Epoch 1/1... Discriminator Loss: 1.3423... Generator Loss: 0.8341
Epoch 1/1... Discriminator Loss: 1.1253... Generator Loss: 1.2329
Epoch 1/1... Discriminator Loss: 1.3779... Generator Loss: 1.0594
Epoch 1/1... Discriminator Loss: 1.2617... Generator Loss: 0.7845
Epoch 1/1... Discriminator Loss: 1.8414... Generator Loss: 0.4472
Epoch 1/1... Discriminator Loss: 1.5012... Generator Loss: 0.6783
Epoch 1/1... Discriminator Loss: 1.3158... Generator Loss: 0.8410
Epoch 1/1... Discriminator Loss: 1.5663... Generator Loss: 0.6208
Epoch 1/1... Discriminator Loss: 1.1583... Generator Loss: 0.7212
Epoch 1/1... Discriminator Loss: 1.6244... Generator Loss: 0.6233
Epoch 1/1... Discriminator Loss: 1.3952... Generator Loss: 0.8404
Epoch 1/1... Discriminator Loss: 1.6060... Generator Loss: 0.5876
Epoch 1/1... Discriminator Loss: 1.4768... Generator Loss: 0.7067
Epoch 1/1... Discriminator Loss: 1.3131... Generator Loss: 0.8680
Epoch 1/1... Discriminator Loss: 1.6341... Generator Loss: 0.7653
Epoch 1/1... Discriminator Loss: 1.3016... Generator Loss: 0.6823
Epoch 1/1... Discriminator Loss: 1.3010... Generator Loss: 0.7533
Epoch 1/1... Discriminator Loss: 0.9795... Generator Loss: 1.3053
Epoch 1/1... Discriminator Loss: 1.1608... Generator Loss: 0.9694
Epoch 1/1... Discriminator Loss: 1.3453... Generator Loss: 0.9144
Epoch 1/1... Discriminator Loss: 1.0109... Generator Loss: 0.9825
Epoch 1/1... Discriminator Loss: 1.2675... Generator Loss: 1.2632
Epoch 1/1... Discriminator Loss: 1.3559... Generator Loss: 0.8630
Epoch 1/1... Discriminator Loss: 1.6197... Generator Loss: 0.6976
Epoch 1/1... Discriminator Loss: 1.3043... Generator Loss: 0.7452
Epoch 1/1... Discriminator Loss: 1.3662... Generator Loss: 0.8742
Epoch 1/1... Discriminator Loss: 1.4099... Generator Loss: 0.8205
Epoch 1/1... Discriminator Loss: 1.8934... Generator Loss: 0.4471
Epoch 1/1... Discriminator Loss: 1.2587... Generator Loss: 0.6667
Epoch 1/1... Discriminator Loss: 1.2373... Generator Loss: 1.1191
Epoch 1/1... Discriminator Loss: 1.4021... Generator Loss: 0.6825
Epoch 1/1... Discriminator Loss: 1.1875... Generator Loss: 0.9220
Epoch 1/1... Discriminator Loss: 1.3967... Generator Loss: 0.9294
Epoch 1/1... Discriminator Loss: 1.2829... Generator Loss: 0.7152
Epoch 1/1... Discriminator Loss: 1.5827... Generator Loss: 0.7193
Epoch 1/1... Discriminator Loss: 1.1867... Generator Loss: 0.7626
Epoch 1/1... Discriminator Loss: 1.2499... Generator Loss: 0.9319
Epoch 1/1... Discriminator Loss: 1.2539... Generator Loss: 0.7563
Epoch 1/1... Discriminator Loss: 1.3806... Generator Loss: 0.9836
Epoch 1/1... Discriminator Loss: 1.4743... Generator Loss: 0.8978
Epoch 1/1... Discriminator Loss: 1.9581... Generator Loss: 0.3524
Epoch 1/1... Discriminator Loss: 1.4741... Generator Loss: 0.8571
Epoch 1/1... Discriminator Loss: 1.3086... Generator Loss: 1.1761
Epoch 1/1... Discriminator Loss: 1.4339... Generator Loss: 0.8266
Epoch 1/1... Discriminator Loss: 1.4215... Generator Loss: 0.9515
Epoch 1/1... Discriminator Loss: 1.6240... Generator Loss: 0.6067
Epoch 1/1... Discriminator Loss: 1.2986... Generator Loss: 1.0700
Epoch 1/1... Discriminator Loss: 1.4639... Generator Loss: 0.7681
Epoch 1/1... Discriminator Loss: 1.2797... Generator Loss: 1.0909
Epoch 1/1... Discriminator Loss: 1.6334... Generator Loss: 0.9063
Epoch 1/1... Discriminator Loss: 1.3453... Generator Loss: 0.7607
Epoch 1/1... Discriminator Loss: 1.2870... Generator Loss: 0.7626
Epoch 1/1... Discriminator Loss: 1.2143... Generator Loss: 0.8491
Epoch 1/1... Discriminator Loss: 1.1070... Generator Loss: 0.8583
Epoch 1/1... Discriminator Loss: 1.2769... Generator Loss: 1.0281
Epoch 1/1... Discriminator Loss: 1.3736... Generator Loss: 0.8922
Epoch 1/1... Discriminator Loss: 1.3978... Generator Loss: 0.8597
Epoch 1/1... Discriminator Loss: 1.3990... Generator Loss: 0.7362
Epoch 1/1... Discriminator Loss: 1.0810... Generator Loss: 0.6776
Epoch 1/1... Discriminator Loss: 1.1647... Generator Loss: 1.1906
Epoch 1/1... Discriminator Loss: 1.6756... Generator Loss: 0.7103
Epoch 1/1... Discriminator Loss: 1.3155... Generator Loss: 0.9330
Epoch 1/1... Discriminator Loss: 1.5202... Generator Loss: 0.7782
Epoch 1/1... Discriminator Loss: 1.3756... Generator Loss: 0.7462
Epoch 1/1... Discriminator Loss: 1.3071... Generator Loss: 1.0078
Epoch 1/1... Discriminator Loss: 1.3180... Generator Loss: 0.9382
Epoch 1/1... Discriminator Loss: 1.4184... Generator Loss: 0.6800
Epoch 1/1... Discriminator Loss: 1.5100... Generator Loss: 0.8672
Epoch 1/1... Discriminator Loss: 1.2457... Generator Loss: 0.6125
Epoch 1/1... Discriminator Loss: 1.3717... Generator Loss: 0.7669
Epoch 1/1... Discriminator Loss: 1.1709... Generator Loss: 0.8382
Epoch 1/1... Discriminator Loss: 1.3641... Generator Loss: 0.7037
Epoch 1/1... Discriminator Loss: 1.7205... Generator Loss: 0.6783
Epoch 1/1... Discriminator Loss: 1.2284... Generator Loss: 0.8900
Epoch 1/1... Discriminator Loss: 1.4552... Generator Loss: 0.6864
Epoch 1/1... Discriminator Loss: 1.4822... Generator Loss: 0.7002
Epoch 1/1... Discriminator Loss: 1.4503... Generator Loss: 0.6825
Epoch 1/1... Discriminator Loss: 1.4168... Generator Loss: 1.1698
Epoch 1/1... Discriminator Loss: 1.5163... Generator Loss: 0.8022
Epoch 1/1... Discriminator Loss: 1.3406... Generator Loss: 0.7925
Epoch 1/1... Discriminator Loss: 1.3844... Generator Loss: 0.5641
Epoch 1/1... Discriminator Loss: 1.0636... Generator Loss: 1.0135
Epoch 1/1... Discriminator Loss: 1.3779... Generator Loss: 0.8306
Epoch 1/1... Discriminator Loss: 1.2078... Generator Loss: 1.0328
Epoch 1/1... Discriminator Loss: 1.3988... Generator Loss: 0.7681
Epoch 1/1... Discriminator Loss: 1.2827... Generator Loss: 0.6704
Epoch 1/1... Discriminator Loss: 1.6094... Generator Loss: 0.6737
Epoch 1/1... Discriminator Loss: 1.3751... Generator Loss: 0.8721
Epoch 1/1... Discriminator Loss: 1.4609... Generator Loss: 0.7595
Epoch 1/1... Discriminator Loss: 1.5133... Generator Loss: 0.5373
Epoch 1/1... Discriminator Loss: 1.1658... Generator Loss: 0.9151
Epoch 1/1... Discriminator Loss: 1.4630... Generator Loss: 0.7526
Epoch 1/1... Discriminator Loss: 1.4828... Generator Loss: 0.9726
Epoch 1/1... Discriminator Loss: 1.5712... Generator Loss: 0.9420
Epoch 1/1... Discriminator Loss: 1.2887... Generator Loss: 0.6721
Epoch 1/1... Discriminator Loss: 1.3049... Generator Loss: 0.7408
Epoch 1/1... Discriminator Loss: 1.1259... Generator Loss: 0.8903
Epoch 1/1... Discriminator Loss: 1.4150... Generator Loss: 0.8549
Epoch 1/1... Discriminator Loss: 1.3692... Generator Loss: 0.6958
Epoch 1/1... Discriminator Loss: 1.5024... Generator Loss: 0.7216
Epoch 1/1... Discriminator Loss: 1.3094... Generator Loss: 0.8257
Epoch 1/1... Discriminator Loss: 1.4664... Generator Loss: 0.5941
Epoch 1/1... Discriminator Loss: 1.4066... Generator Loss: 0.8329
Epoch 1/1... Discriminator Loss: 1.4888... Generator Loss: 0.8715
Epoch 1/1... Discriminator Loss: 1.3086... Generator Loss: 1.1994
Epoch 1/1... Discriminator Loss: 1.3007... Generator Loss: 0.8199
Epoch 1/1... Discriminator Loss: 1.2073... Generator Loss: 1.1556
Epoch 1/1... Discriminator Loss: 1.3514... Generator Loss: 0.8086
Epoch 1/1... Discriminator Loss: 1.5370... Generator Loss: 0.7832
Epoch 1/1... Discriminator Loss: 1.2572... Generator Loss: 1.0989
Epoch 1/1... Discriminator Loss: 1.4505... Generator Loss: 0.7347
Epoch 1/1... Discriminator Loss: 1.6443... Generator Loss: 0.6246
Epoch 1/1... Discriminator Loss: 0.9570... Generator Loss: 1.7354
Epoch 1/1... Discriminator Loss: 1.2502... Generator Loss: 0.8253
Epoch 1/1... Discriminator Loss: 1.2484... Generator Loss: 0.8267
Epoch 1/1... Discriminator Loss: 1.2630... Generator Loss: 1.1383
Epoch 1/1... Discriminator Loss: 1.1213... Generator Loss: 1.2377
Epoch 1/1... Discriminator Loss: 1.3095... Generator Loss: 0.8643
Epoch 1/1... Discriminator Loss: 1.3476... Generator Loss: 0.8198
Epoch 1/1... Discriminator Loss: 1.2644... Generator Loss: 1.0075
Epoch 1/1... Discriminator Loss: 1.3870... Generator Loss: 0.9068
Epoch 1/1... Discriminator Loss: 1.1751... Generator Loss: 0.8524
Epoch 1/1... Discriminator Loss: 1.5814... Generator Loss: 0.6638
Epoch 1/1... Discriminator Loss: 1.3681... Generator Loss: 0.8792
Epoch 1/1... Discriminator Loss: 1.2646... Generator Loss: 0.8443
Epoch 1/1... Discriminator Loss: 1.5186... Generator Loss: 0.6641
Epoch 1/1... Discriminator Loss: 1.2161... Generator Loss: 0.8510
Epoch 1/1... Discriminator Loss: 1.1219... Generator Loss: 0.7258
Epoch 1/1... Discriminator Loss: 1.4380... Generator Loss: 0.9390
Epoch 1/1... Discriminator Loss: 1.3918... Generator Loss: 0.7458
Epoch 1/1... Discriminator Loss: 1.4075... Generator Loss: 0.8659
Epoch 1/1... Discriminator Loss: 1.2647... Generator Loss: 0.6802
Epoch 1/1... Discriminator Loss: 1.6819... Generator Loss: 0.6209
Epoch 1/1... Discriminator Loss: 1.5825... Generator Loss: 0.8302
Epoch 1/1... Discriminator Loss: 1.4923... Generator Loss: 0.8370
Epoch 1/1... Discriminator Loss: 1.2509... Generator Loss: 0.9307
Epoch 1/1... Discriminator Loss: 1.6859... Generator Loss: 0.5857
Epoch 1/1... Discriminator Loss: 1.4127... Generator Loss: 0.5884
Epoch 1/1... Discriminator Loss: 1.5291... Generator Loss: 0.6406
Epoch 1/1... Discriminator Loss: 1.2142... Generator Loss: 0.7441
Epoch 1/1... Discriminator Loss: 1.6716... Generator Loss: 0.5042
Epoch 1/1... Discriminator Loss: 1.6147... Generator Loss: 0.7402
Epoch 1/1... Discriminator Loss: 1.4253... Generator Loss: 0.7107
Epoch 1/1... Discriminator Loss: 1.6304... Generator Loss: 0.8138
Epoch 1/1... Discriminator Loss: 1.2202... Generator Loss: 0.9147
Epoch 1/1... Discriminator Loss: 1.2931... Generator Loss: 0.8178
Epoch 1/1... Discriminator Loss: 1.5132... Generator Loss: 0.6732
Epoch 1/1... Discriminator Loss: 1.0789... Generator Loss: 0.9780
Epoch 1/1... Discriminator Loss: 1.3299... Generator Loss: 0.9106
Epoch 1/1... Discriminator Loss: 1.3357... Generator Loss: 0.7305
Epoch 1/1... Discriminator Loss: 1.1996... Generator Loss: 0.9929
Epoch 1/1... Discriminator Loss: 1.1637... Generator Loss: 0.8658
Epoch 1/1... Discriminator Loss: 1.3119... Generator Loss: 0.8934
Epoch 1/1... Discriminator Loss: 1.4045... Generator Loss: 0.7620
Epoch 1/1... Discriminator Loss: 1.4716... Generator Loss: 0.8895
Epoch 1/1... Discriminator Loss: 1.2133... Generator Loss: 0.7339
Epoch 1/1... Discriminator Loss: 1.1931... Generator Loss: 0.8840
Epoch 1/1... Discriminator Loss: 1.2512... Generator Loss: 0.8999
Epoch 1/1... Discriminator Loss: 1.5565... Generator Loss: 0.5627
Epoch 1/1... Discriminator Loss: 1.2895... Generator Loss: 0.6575
Epoch 1/1... Discriminator Loss: 1.3603... Generator Loss: 0.8009
Epoch 1/1... Discriminator Loss: 1.4272... Generator Loss: 0.8211
Epoch 1/1... Discriminator Loss: 1.4711... Generator Loss: 0.7875
Epoch 1/1... Discriminator Loss: 1.2452... Generator Loss: 0.9114
Epoch 1/1... Discriminator Loss: 1.4802... Generator Loss: 0.9354
Epoch 1/1... Discriminator Loss: 1.2758... Generator Loss: 0.7241
Epoch 1/1... Discriminator Loss: 1.5130... Generator Loss: 0.8525
Epoch 1/1... Discriminator Loss: 1.4893... Generator Loss: 0.7655
Epoch 1/1... Discriminator Loss: 1.3193... Generator Loss: 0.7634
Epoch 1/1... Discriminator Loss: 1.5355... Generator Loss: 0.6151
Epoch 1/1... Discriminator Loss: 1.3881... Generator Loss: 0.9840
Epoch 1/1... Discriminator Loss: 1.4987... Generator Loss: 0.8461
Epoch 1/1... Discriminator Loss: 1.4159... Generator Loss: 0.6768
Epoch 1/1... Discriminator Loss: 1.2751... Generator Loss: 0.8450
Epoch 1/1... Discriminator Loss: 1.2802... Generator Loss: 0.8119
Epoch 1/1... Discriminator Loss: 1.1955... Generator Loss: 0.8969
Epoch 1/1... Discriminator Loss: 1.4297... Generator Loss: 0.9229
Epoch 1/1... Discriminator Loss: 1.3936... Generator Loss: 0.8775
Epoch 1/1... Discriminator Loss: 1.4569... Generator Loss: 0.7652
Epoch 1/1... Discriminator Loss: 1.4159... Generator Loss: 0.8192
Epoch 1/1... Discriminator Loss: 1.5267... Generator Loss: 0.6481
Epoch 1/1... Discriminator Loss: 1.1112... Generator Loss: 0.9930
Epoch 1/1... Discriminator Loss: 1.3101... Generator Loss: 0.7798
Epoch 1/1... Discriminator Loss: 1.5606... Generator Loss: 0.7969
Epoch 1/1... Discriminator Loss: 1.5108... Generator Loss: 0.9472
Epoch 1/1... Discriminator Loss: 1.6198... Generator Loss: 0.8977
Epoch 1/1... Discriminator Loss: 1.4427... Generator Loss: 0.7293
Epoch 1/1... Discriminator Loss: 1.3572... Generator Loss: 0.9244
Epoch 1/1... Discriminator Loss: 1.2442... Generator Loss: 1.0064
Epoch 1/1... Discriminator Loss: 1.3226... Generator Loss: 0.9726
Epoch 1/1... Discriminator Loss: 1.4532... Generator Loss: 1.0507
Epoch 1/1... Discriminator Loss: 1.2539... Generator Loss: 0.9629
Epoch 1/1... Discriminator Loss: 1.5157... Generator Loss: 0.8374
Epoch 1/1... Discriminator Loss: 1.3243... Generator Loss: 0.8970
Epoch 1/1... Discriminator Loss: 1.2624... Generator Loss: 0.8903
Epoch 1/1... Discriminator Loss: 1.4148... Generator Loss: 0.9644
Epoch 1/1... Discriminator Loss: 1.5163... Generator Loss: 0.8731
Epoch 1/1... Discriminator Loss: 1.4785... Generator Loss: 0.7717
Epoch 1/1... Discriminator Loss: 1.4638... Generator Loss: 1.1623
Epoch 1/1... Discriminator Loss: 1.5932... Generator Loss: 0.7932
Epoch 1/1... Discriminator Loss: 1.3184... Generator Loss: 0.7124
Epoch 1/1... Discriminator Loss: 1.3637... Generator Loss: 0.7177
Epoch 1/1... Discriminator Loss: 1.2927... Generator Loss: 0.8534
Epoch 1/1... Discriminator Loss: 1.3092... Generator Loss: 0.9471
Epoch 1/1... Discriminator Loss: 1.3897... Generator Loss: 0.6150
Epoch 1/1... Discriminator Loss: 1.2891... Generator Loss: 0.8044
Epoch 1/1... Discriminator Loss: 1.2479... Generator Loss: 0.7067
Epoch 1/1... Discriminator Loss: 1.1444... Generator Loss: 0.8677
Epoch 1/1... Discriminator Loss: 1.1962... Generator Loss: 0.7954
Epoch 1/1... Discriminator Loss: 1.3355... Generator Loss: 0.7099
Epoch 1/1... Discriminator Loss: 1.2284... Generator Loss: 0.8903
Epoch 1/1... Discriminator Loss: 1.1526... Generator Loss: 0.9643
Epoch 1/1... Discriminator Loss: 1.3934... Generator Loss: 0.6484
Epoch 1/1... Discriminator Loss: 1.2546... Generator Loss: 0.7893
Epoch 1/1... Discriminator Loss: 1.4850... Generator Loss: 0.7339
Epoch 1/1... Discriminator Loss: 1.3271... Generator Loss: 1.0980
Epoch 1/1... Discriminator Loss: 1.2909... Generator Loss: 0.8646
Epoch 1/1... Discriminator Loss: 1.3408... Generator Loss: 1.0869
Epoch 1/1... Discriminator Loss: 1.4681... Generator Loss: 0.8177
Epoch 1/1... Discriminator Loss: 1.2713... Generator Loss: 0.9554
Epoch 1/1... Discriminator Loss: 1.3580... Generator Loss: 0.7053
Epoch 1/1... Discriminator Loss: 1.4255... Generator Loss: 0.9315
Epoch 1/1... Discriminator Loss: 1.3497... Generator Loss: 1.0440
Epoch 1/1... Discriminator Loss: 1.2002... Generator Loss: 0.8226
Epoch 1/1... Discriminator Loss: 1.1199... Generator Loss: 1.1629
Epoch 1/1... Discriminator Loss: 1.3365... Generator Loss: 0.9263
Epoch 1/1... Discriminator Loss: 1.4814... Generator Loss: 0.7130
Epoch 1/1... Discriminator Loss: 1.3928... Generator Loss: 1.0052
Epoch 1/1... Discriminator Loss: 1.3966... Generator Loss: 0.8576
Epoch 1/1... Discriminator Loss: 1.2979... Generator Loss: 0.9125
Epoch 1/1... Discriminator Loss: 1.4329... Generator Loss: 0.9695
Epoch 1/1... Discriminator Loss: 1.4195... Generator Loss: 0.8157
Epoch 1/1... Discriminator Loss: 1.3362... Generator Loss: 0.9170
Epoch 1/1... Discriminator Loss: 1.3154... Generator Loss: 1.0279
Epoch 1/1... Discriminator Loss: 1.1909... Generator Loss: 1.1026
Epoch 1/1... Discriminator Loss: 1.4341... Generator Loss: 0.7607
Epoch 1/1... Discriminator Loss: 1.3462... Generator Loss: 0.7821
Epoch 1/1... Discriminator Loss: 1.4612... Generator Loss: 0.8569
Epoch 1/1... Discriminator Loss: 1.5247... Generator Loss: 0.8279
Epoch 1/1... Discriminator Loss: 1.3424... Generator Loss: 0.9897
Epoch 1/1... Discriminator Loss: 1.3547... Generator Loss: 0.7300
Epoch 1/1... Discriminator Loss: 1.2165... Generator Loss: 0.7680
Epoch 1/1... Discriminator Loss: 1.4190... Generator Loss: 0.7092
Epoch 1/1... Discriminator Loss: 1.3317... Generator Loss: 0.9656
Epoch 1/1... Discriminator Loss: 1.3962... Generator Loss: 0.6947
Epoch 1/1... Discriminator Loss: 1.2505... Generator Loss: 0.8170
Epoch 1/1... Discriminator Loss: 1.1590... Generator Loss: 0.9064
Epoch 1/1... Discriminator Loss: 1.5337... Generator Loss: 0.6721
Epoch 1/1... Discriminator Loss: 1.5441... Generator Loss: 0.9367
Epoch 1/1... Discriminator Loss: 1.4852... Generator Loss: 0.8310
Epoch 1/1... Discriminator Loss: 1.4488... Generator Loss: 0.8350
Epoch 1/1... Discriminator Loss: 1.3088... Generator Loss: 0.8339
Epoch 1/1... Discriminator Loss: 1.4516... Generator Loss: 0.8494
Epoch 1/1... Discriminator Loss: 1.3907... Generator Loss: 0.7929
Epoch 1/1... Discriminator Loss: 1.4216... Generator Loss: 0.8444
Epoch 1/1... Discriminator Loss: 1.5592... Generator Loss: 0.7051
Epoch 1/1... Discriminator Loss: 1.1295... Generator Loss: 0.8453
Epoch 1/1... Discriminator Loss: 1.4190... Generator Loss: 0.7828
Epoch 1/1... Discriminator Loss: 1.6354... Generator Loss: 0.6755
Epoch 1/1... Discriminator Loss: 0.9228... Generator Loss: 1.7558
Epoch 1/1... Discriminator Loss: 1.2608... Generator Loss: 1.1051
Epoch 1/1... Discriminator Loss: 1.3638... Generator Loss: 0.8718
Epoch 1/1... Discriminator Loss: 1.3408... Generator Loss: 0.9204
Epoch 1/1... Discriminator Loss: 1.3642... Generator Loss: 0.7401
Epoch 1/1... Discriminator Loss: 1.6036... Generator Loss: 0.8392
Epoch 1/1... Discriminator Loss: 1.3399... Generator Loss: 0.7803
Epoch 1/1... Discriminator Loss: 1.2559... Generator Loss: 0.7565
Epoch 1/1... Discriminator Loss: 1.3198... Generator Loss: 0.8254
Epoch 1/1... Discriminator Loss: 1.2413... Generator Loss: 0.8609
Epoch 1/1... Discriminator Loss: 1.5427... Generator Loss: 0.5694
Epoch 1/1... Discriminator Loss: 1.3821... Generator Loss: 0.9566
Epoch 1/1... Discriminator Loss: 1.3390... Generator Loss: 0.5957
Epoch 1/1... Discriminator Loss: 1.3785... Generator Loss: 1.2419
Epoch 1/1... Discriminator Loss: 1.2810... Generator Loss: 0.8547
Epoch 1/1... Discriminator Loss: 1.3941... Generator Loss: 0.8957
Epoch 1/1... Discriminator Loss: 1.2334... Generator Loss: 0.8214
Epoch 1/1... Discriminator Loss: 1.3123... Generator Loss: 0.8717
Epoch 1/1... Discriminator Loss: 1.3262... Generator Loss: 0.7786
Epoch 1/1... Discriminator Loss: 1.2939... Generator Loss: 0.7945
Epoch 1/1... Discriminator Loss: 1.2783... Generator Loss: 0.8118
Epoch 1/1... Discriminator Loss: 1.5612... Generator Loss: 0.5949
Epoch 1/1... Discriminator Loss: 1.2419... Generator Loss: 0.8789
Epoch 1/1... Discriminator Loss: 1.3195... Generator Loss: 1.1316
Epoch 1/1... Discriminator Loss: 1.4588... Generator Loss: 0.8501
Epoch 1/1... Discriminator Loss: 1.2036... Generator Loss: 1.3060
Epoch 1/1... Discriminator Loss: 1.4342... Generator Loss: 0.7521
Epoch 1/1... Discriminator Loss: 1.6527... Generator Loss: 0.8437
Epoch 1/1... Discriminator Loss: 1.3453... Generator Loss: 1.0829
Epoch 1/1... Discriminator Loss: 1.3544... Generator Loss: 0.8475
Epoch 1/1... Discriminator Loss: 1.5170... Generator Loss: 0.7674
Epoch 1/1... Discriminator Loss: 1.3415... Generator Loss: 0.8629
Epoch 1/1... Discriminator Loss: 1.3670... Generator Loss: 0.7953
Epoch 1/1... Discriminator Loss: 1.2977... Generator Loss: 1.0672
Epoch 1/1... Discriminator Loss: 1.2069... Generator Loss: 0.8272
Epoch 1/1... Discriminator Loss: 1.2726... Generator Loss: 0.8487
Epoch 1/1... Discriminator Loss: 1.6268... Generator Loss: 0.8289
Epoch 1/1... Discriminator Loss: 1.4284... Generator Loss: 0.8230
Epoch 1/1... Discriminator Loss: 1.3803... Generator Loss: 0.9267
Epoch 1/1... Discriminator Loss: 1.4707... Generator Loss: 0.8375
Epoch 1/1... Discriminator Loss: 1.3928... Generator Loss: 0.7753
Epoch 1/1... Discriminator Loss: 1.1272... Generator Loss: 0.9879
Epoch 1/1... Discriminator Loss: 1.1684... Generator Loss: 0.7865
Epoch 1/1... Discriminator Loss: 1.1059... Generator Loss: 0.8547
Epoch 1/1... Discriminator Loss: 1.2412... Generator Loss: 0.8812
Epoch 1/1... Discriminator Loss: 1.5032... Generator Loss: 0.8045
Epoch 1/1... Discriminator Loss: 1.3719... Generator Loss: 0.7591
Epoch 1/1... Discriminator Loss: 1.3130... Generator Loss: 0.7111
Epoch 1/1... Discriminator Loss: 1.3618... Generator Loss: 0.7857
Epoch 1/1... Discriminator Loss: 1.3719... Generator Loss: 0.7700
Epoch 1/1... Discriminator Loss: 1.2240... Generator Loss: 0.8637
Epoch 1/1... Discriminator Loss: 1.3984... Generator Loss: 0.9007
Epoch 1/1... Discriminator Loss: 1.2331... Generator Loss: 0.6740
Epoch 1/1... Discriminator Loss: 1.3738... Generator Loss: 0.7943
Epoch 1/1... Discriminator Loss: 1.1384... Generator Loss: 0.7767
Epoch 1/1... Discriminator Loss: 1.6303... Generator Loss: 0.5776
Epoch 1/1... Discriminator Loss: 1.1768... Generator Loss: 0.8254
Epoch 1/1... Discriminator Loss: 1.2923... Generator Loss: 1.0734
Epoch 1/1... Discriminator Loss: 1.4783... Generator Loss: 0.6868
Epoch 1/1... Discriminator Loss: 1.2021... Generator Loss: 0.8310
Epoch 1/1... Discriminator Loss: 1.2051... Generator Loss: 0.8178
Epoch 1/1... Discriminator Loss: 1.5136... Generator Loss: 0.9424
Epoch 1/1... Discriminator Loss: 1.3705... Generator Loss: 0.9553
Epoch 1/1... Discriminator Loss: 1.5326... Generator Loss: 0.9554
Epoch 1/1... Discriminator Loss: 1.3360... Generator Loss: 0.8560
Epoch 1/1... Discriminator Loss: 1.3378... Generator Loss: 0.8321
Epoch 1/1... Discriminator Loss: 1.4886... Generator Loss: 0.8917
Epoch 1/1... Discriminator Loss: 1.2522... Generator Loss: 1.1456
Epoch 1/1... Discriminator Loss: 1.4176... Generator Loss: 0.8187
Epoch 1/1... Discriminator Loss: 1.2080... Generator Loss: 1.0031
Epoch 1/1... Discriminator Loss: 1.3133... Generator Loss: 0.7975
Epoch 1/1... Discriminator Loss: 1.4258... Generator Loss: 0.8653
Epoch 1/1... Discriminator Loss: 1.4117... Generator Loss: 0.8087
Epoch 1/1... Discriminator Loss: 1.5887... Generator Loss: 0.9443
Epoch 1/1... Discriminator Loss: 1.3136... Generator Loss: 0.8173
Epoch 1/1... Discriminator Loss: 1.4347... Generator Loss: 0.8871
Epoch 1/1... Discriminator Loss: 1.4477... Generator Loss: 0.8691
Epoch 1/1... Discriminator Loss: 1.3282... Generator Loss: 0.8378
Epoch 1/1... Discriminator Loss: 1.5509... Generator Loss: 0.7993
Epoch 1/1... Discriminator Loss: 1.0856... Generator Loss: 0.9100
Epoch 1/1... Discriminator Loss: 1.3990... Generator Loss: 0.7755
Epoch 1/1... Discriminator Loss: 1.4098... Generator Loss: 0.7177
Epoch 1/1... Discriminator Loss: 1.4538... Generator Loss: 0.7632
Epoch 1/1... Discriminator Loss: 1.4992... Generator Loss: 0.7538
Epoch 1/1... Discriminator Loss: 1.5161... Generator Loss: 0.7677
Epoch 1/1... Discriminator Loss: 1.6057... Generator Loss: 0.5948
Epoch 1/1... Discriminator Loss: 1.5091... Generator Loss: 0.6636
Epoch 1/1... Discriminator Loss: 1.0564... Generator Loss: 0.9340
Epoch 1/1... Discriminator Loss: 1.3203... Generator Loss: 1.0372
Epoch 1/1... Discriminator Loss: 1.2280... Generator Loss: 0.8958
Epoch 1/1... Discriminator Loss: 1.3664... Generator Loss: 0.6875
Epoch 1/1... Discriminator Loss: 1.5067... Generator Loss: 0.8576
Epoch 1/1... Discriminator Loss: 1.3674... Generator Loss: 0.6063
Epoch 1/1... Discriminator Loss: 1.2752... Generator Loss: 0.8853
Epoch 1/1... Discriminator Loss: 1.4023... Generator Loss: 0.8151
Epoch 1/1... Discriminator Loss: 1.2761... Generator Loss: 0.8551
Epoch 1/1... Discriminator Loss: 1.3333... Generator Loss: 0.7933
Epoch 1/1... Discriminator Loss: 1.5880... Generator Loss: 0.5275
Epoch 1/1... Discriminator Loss: 1.2826... Generator Loss: 0.7759
Epoch 1/1... Discriminator Loss: 1.2905... Generator Loss: 0.9023
Epoch 1/1... Discriminator Loss: 1.4274... Generator Loss: 0.7311
Epoch 1/1... Discriminator Loss: 1.1889... Generator Loss: 0.8675
Epoch 1/1... Discriminator Loss: 1.2885... Generator Loss: 0.7869
Epoch 1/1... Discriminator Loss: 1.5368... Generator Loss: 0.8514
Epoch 1/1... Discriminator Loss: 1.4752... Generator Loss: 0.8063
Epoch 1/1... Discriminator Loss: 1.3152... Generator Loss: 0.6722
Epoch 1/1... Discriminator Loss: 1.5981... Generator Loss: 0.6153
Epoch 1/1... Discriminator Loss: 1.6437... Generator Loss: 0.8136
Epoch 1/1... Discriminator Loss: 1.3050... Generator Loss: 0.9198
Epoch 1/1... Discriminator Loss: 1.2921... Generator Loss: 0.8427
Epoch 1/1... Discriminator Loss: 1.2619... Generator Loss: 0.9571
Epoch 1/1... Discriminator Loss: 1.4494... Generator Loss: 0.8282
Epoch 1/1... Discriminator Loss: 1.3516... Generator Loss: 0.9419
Epoch 1/1... Discriminator Loss: 1.4250... Generator Loss: 1.0087
Epoch 1/1... Discriminator Loss: 1.3935... Generator Loss: 0.9915
Epoch 1/1... Discriminator Loss: 1.0656... Generator Loss: 0.9127
Epoch 1/1... Discriminator Loss: 1.5450... Generator Loss: 0.8077
Epoch 1/1... Discriminator Loss: 1.6734... Generator Loss: 0.5554
Epoch 1/1... Discriminator Loss: 1.5942... Generator Loss: 0.6566
Epoch 1/1... Discriminator Loss: 1.3066... Generator Loss: 0.7781
Epoch 1/1... Discriminator Loss: 1.1951... Generator Loss: 0.9078
Epoch 1/1... Discriminator Loss: 1.4616... Generator Loss: 0.8693
Epoch 1/1... Discriminator Loss: 1.3421... Generator Loss: 0.8201
Epoch 1/1... Discriminator Loss: 1.4557... Generator Loss: 0.8803
Epoch 1/1... Discriminator Loss: 1.2401... Generator Loss: 0.8369
Epoch 1/1... Discriminator Loss: 1.2996... Generator Loss: 0.8545
Epoch 1/1... Discriminator Loss: 1.5199... Generator Loss: 0.8439
Epoch 1/1... Discriminator Loss: 1.3200... Generator Loss: 0.7537
Epoch 1/1... Discriminator Loss: 1.3875... Generator Loss: 0.6936
Epoch 1/1... Discriminator Loss: 1.5657... Generator Loss: 0.7567
Epoch 1/1... Discriminator Loss: 1.2446... Generator Loss: 1.0840
Epoch 1/1... Discriminator Loss: 1.2806... Generator Loss: 0.9511
Epoch 1/1... Discriminator Loss: 1.2548... Generator Loss: 0.7654
Epoch 1/1... Discriminator Loss: 1.6147... Generator Loss: 0.7545
Epoch 1/1... Discriminator Loss: 1.4287... Generator Loss: 0.7824
Epoch 1/1... Discriminator Loss: 1.3631... Generator Loss: 0.8903
Epoch 1/1... Discriminator Loss: 1.2471... Generator Loss: 0.8132
Epoch 1/1... Discriminator Loss: 1.2072... Generator Loss: 0.8796
Epoch 1/1... Discriminator Loss: 1.3473... Generator Loss: 0.7262
Epoch 1/1... Discriminator Loss: 1.4552... Generator Loss: 0.7709
Epoch 1/1... Discriminator Loss: 1.3018... Generator Loss: 0.7947
Epoch 1/1... Discriminator Loss: 1.3707... Generator Loss: 0.9114
Epoch 1/1... Discriminator Loss: 1.3849... Generator Loss: 0.6383
Epoch 1/1... Discriminator Loss: 1.4732... Generator Loss: 0.7889
Epoch 1/1... Discriminator Loss: 1.4302... Generator Loss: 0.7908
Epoch 1/1... Discriminator Loss: 1.3987... Generator Loss: 0.7023
Epoch 1/1... Discriminator Loss: 1.2186... Generator Loss: 0.7882
Epoch 1/1... Discriminator Loss: 1.4637... Generator Loss: 0.6364
Epoch 1/1... Discriminator Loss: 1.5904... Generator Loss: 0.6773
Epoch 1/1... Discriminator Loss: 1.3012... Generator Loss: 0.6571
Epoch 1/1... Discriminator Loss: 1.5850... Generator Loss: 0.6300
Epoch 1/1... Discriminator Loss: 1.2963... Generator Loss: 0.7640
Epoch 1/1... Discriminator Loss: 1.2310... Generator Loss: 0.9256
Epoch 1/1... Discriminator Loss: 1.2732... Generator Loss: 0.8150
Epoch 1/1... Discriminator Loss: 1.3929... Generator Loss: 0.8110
Epoch 1/1... Discriminator Loss: 1.1810... Generator Loss: 0.7634
Epoch 1/1... Discriminator Loss: 1.4087... Generator Loss: 0.9541
Epoch 1/1... Discriminator Loss: 1.3580... Generator Loss: 0.8365
Epoch 1/1... Discriminator Loss: 1.4606... Generator Loss: 0.6813
Epoch 1/1... Discriminator Loss: 1.3226... Generator Loss: 0.8626
Epoch 1/1... Discriminator Loss: 1.2770... Generator Loss: 0.8451
Epoch 1/1... Discriminator Loss: 1.3417... Generator Loss: 0.7971
Epoch 1/1... Discriminator Loss: 1.2821... Generator Loss: 0.7815
Epoch 1/1... Discriminator Loss: 1.1877... Generator Loss: 0.8892
Epoch 1/1... Discriminator Loss: 1.4336... Generator Loss: 0.6979
Epoch 1/1... Discriminator Loss: 1.4113... Generator Loss: 0.8133
Epoch 1/1... Discriminator Loss: 1.3187... Generator Loss: 0.7580
Epoch 1/1... Discriminator Loss: 1.4450... Generator Loss: 0.9289
Epoch 1/1... Discriminator Loss: 1.3463... Generator Loss: 0.9227
Epoch 1/1... Discriminator Loss: 1.3152... Generator Loss: 1.0519
Epoch 1/1... Discriminator Loss: 1.4373... Generator Loss: 0.8927
Epoch 1/1... Discriminator Loss: 1.3263... Generator Loss: 0.8560
Epoch 1/1... Discriminator Loss: 1.3135... Generator Loss: 0.7353
Epoch 1/1... Discriminator Loss: 1.3966... Generator Loss: 0.7947
Epoch 1/1... Discriminator Loss: 1.3131... Generator Loss: 0.9945
Epoch 1/1... Discriminator Loss: 1.5354... Generator Loss: 0.7312
Epoch 1/1... Discriminator Loss: 1.6282... Generator Loss: 0.6443
Epoch 1/1... Discriminator Loss: 1.4257... Generator Loss: 0.8998
Epoch 1/1... Discriminator Loss: 1.4722... Generator Loss: 0.9259
Epoch 1/1... Discriminator Loss: 1.5012... Generator Loss: 0.8625
Epoch 1/1... Discriminator Loss: 1.3980... Generator Loss: 0.7951
Epoch 1/1... Discriminator Loss: 1.4050... Generator Loss: 0.7968
Epoch 1/1... Discriminator Loss: 1.5387... Generator Loss: 0.8270
Epoch 1/1... Discriminator Loss: 1.4072... Generator Loss: 0.7474
Epoch 1/1... Discriminator Loss: 1.0969... Generator Loss: 0.9015
Epoch 1/1... Discriminator Loss: 1.2987... Generator Loss: 0.7093
Epoch 1/1... Discriminator Loss: 1.1358... Generator Loss: 0.8932
Epoch 1/1... Discriminator Loss: 1.4523... Generator Loss: 0.6708
Epoch 1/1... Discriminator Loss: 1.4557... Generator Loss: 0.7398
Epoch 1/1... Discriminator Loss: 1.2996... Generator Loss: 1.0493
Epoch 1/1... Discriminator Loss: 1.5451... Generator Loss: 0.9215
Epoch 1/1... Discriminator Loss: 1.4352... Generator Loss: 0.7897
Epoch 1/1... Discriminator Loss: 1.2529... Generator Loss: 0.9842
Epoch 1/1... Discriminator Loss: 1.1965... Generator Loss: 0.8792
Epoch 1/1... Discriminator Loss: 1.3632... Generator Loss: 0.7179
Epoch 1/1... Discriminator Loss: 1.2937... Generator Loss: 0.9045
Epoch 1/1... Discriminator Loss: 1.4338... Generator Loss: 0.7404
Epoch 1/1... Discriminator Loss: 1.5161... Generator Loss: 0.7624
Epoch 1/1... Discriminator Loss: 1.1796... Generator Loss: 0.8975
Epoch 1/1... Discriminator Loss: 1.4126... Generator Loss: 0.7818
Epoch 1/1... Discriminator Loss: 1.4142... Generator Loss: 0.7247
Epoch 1/1... Discriminator Loss: 1.4829... Generator Loss: 0.9152
Epoch 1/1... Discriminator Loss: 1.2401... Generator Loss: 0.9091
Epoch 1/1... Discriminator Loss: 1.3908... Generator Loss: 0.8760
Epoch 1/1... Discriminator Loss: 1.3862... Generator Loss: 0.8847
Epoch 1/1... Discriminator Loss: 1.2365... Generator Loss: 0.9449
Epoch 1/1... Discriminator Loss: 1.3167... Generator Loss: 0.8198
Epoch 1/1... Discriminator Loss: 1.2600... Generator Loss: 1.0617
Epoch 1/1... Discriminator Loss: 1.4505... Generator Loss: 0.7827
Epoch 1/1... Discriminator Loss: 1.4505... Generator Loss: 0.6792
Epoch 1/1... Discriminator Loss: 1.7265... Generator Loss: 0.6608
Epoch 1/1... Discriminator Loss: 1.2514... Generator Loss: 0.7568
Epoch 1/1... Discriminator Loss: 1.3949... Generator Loss: 0.7338
Epoch 1/1... Discriminator Loss: 1.3072... Generator Loss: 0.9377
Epoch 1/1... Discriminator Loss: 1.1956... Generator Loss: 0.7900
Epoch 1/1... Discriminator Loss: 1.1508... Generator Loss: 0.9322
Epoch 1/1... Discriminator Loss: 1.4516... Generator Loss: 0.8462
Epoch 1/1... Discriminator Loss: 1.4675... Generator Loss: 0.7176
Epoch 1/1... Discriminator Loss: 1.3018... Generator Loss: 0.8141
Epoch 1/1... Discriminator Loss: 1.3105... Generator Loss: 0.9143
Epoch 1/1... Discriminator Loss: 1.3204... Generator Loss: 0.9232
Epoch 1/1... Discriminator Loss: 1.2335... Generator Loss: 1.0686
Epoch 1/1... Discriminator Loss: 1.3753... Generator Loss: 0.8628
Epoch 1/1... Discriminator Loss: 1.2437... Generator Loss: 0.8807
Epoch 1/1... Discriminator Loss: 1.3507... Generator Loss: 0.8675
Epoch 1/1... Discriminator Loss: 1.6082... Generator Loss: 0.8436
Epoch 1/1... Discriminator Loss: 1.5112... Generator Loss: 0.7881
Epoch 1/1... Discriminator Loss: 1.4922... Generator Loss: 0.8114
Epoch 1/1... Discriminator Loss: 1.4362... Generator Loss: 0.9094
Epoch 1/1... Discriminator Loss: 1.3802... Generator Loss: 0.8329
Epoch 1/1... Discriminator Loss: 1.5690... Generator Loss: 0.7113
Epoch 1/1... Discriminator Loss: 1.4844... Generator Loss: 0.7255
Epoch 1/1... Discriminator Loss: 1.4257... Generator Loss: 0.8210
Epoch 1/1... Discriminator Loss: 1.4170... Generator Loss: 0.7658
Epoch 1/1... Discriminator Loss: 1.2395... Generator Loss: 0.8372
Epoch 1/1... Discriminator Loss: 1.3640... Generator Loss: 0.9738
Epoch 1/1... Discriminator Loss: 1.3903... Generator Loss: 0.9039
Epoch 1/1... Discriminator Loss: 1.3296... Generator Loss: 0.8875
Epoch 1/1... Discriminator Loss: 1.5301... Generator Loss: 0.8956
Epoch 1/1... Discriminator Loss: 1.4999... Generator Loss: 0.6795
Epoch 1/1... Discriminator Loss: 1.3650... Generator Loss: 0.9058
Epoch 1/1... Discriminator Loss: 1.3630... Generator Loss: 0.8703
Epoch 1/1... Discriminator Loss: 1.4706... Generator Loss: 0.7654
Epoch 1/1... Discriminator Loss: 1.3768... Generator Loss: 0.9391
Epoch 1/1... Discriminator Loss: 1.1921... Generator Loss: 1.2304
Epoch 1/1... Discriminator Loss: 1.2279... Generator Loss: 0.9504
Epoch 1/1... Discriminator Loss: 1.4582... Generator Loss: 0.8107
Epoch 1/1... Discriminator Loss: 1.3241... Generator Loss: 0.7478
Epoch 1/1... Discriminator Loss: 1.5443... Generator Loss: 0.8206
Epoch 1/1... Discriminator Loss: 1.2906... Generator Loss: 0.8041
Epoch 1/1... Discriminator Loss: 1.5249... Generator Loss: 0.7507
Epoch 1/1... Discriminator Loss: 1.4760... Generator Loss: 0.5344
Epoch 1/1... Discriminator Loss: 1.2464... Generator Loss: 1.1522
Epoch 1/1... Discriminator Loss: 1.4272... Generator Loss: 0.7774
Epoch 1/1... Discriminator Loss: 1.4420... Generator Loss: 0.9491
Epoch 1/1... Discriminator Loss: 1.3558... Generator Loss: 0.7999
Epoch 1/1... Discriminator Loss: 1.4051... Generator Loss: 0.8760
Epoch 1/1... Discriminator Loss: 1.3343... Generator Loss: 0.8094
Epoch 1/1... Discriminator Loss: 1.2704... Generator Loss: 0.8420
Epoch 1/1... Discriminator Loss: 1.4720... Generator Loss: 0.8339
Epoch 1/1... Discriminator Loss: 1.3438... Generator Loss: 0.8171
Epoch 1/1... Discriminator Loss: 1.3224... Generator Loss: 0.9151
Epoch 1/1... Discriminator Loss: 1.4812... Generator Loss: 0.8831
Epoch 1/1... Discriminator Loss: 1.5176... Generator Loss: 0.8797
Epoch 1/1... Discriminator Loss: 1.3714... Generator Loss: 0.7703
Epoch 1/1... Discriminator Loss: 1.3203... Generator Loss: 0.8714
Epoch 1/1... Discriminator Loss: 1.3431... Generator Loss: 0.7501
Epoch 1/1... Discriminator Loss: 1.3508... Generator Loss: 0.6641
Epoch 1/1... Discriminator Loss: 1.4415... Generator Loss: 0.7866
Epoch 1/1... Discriminator Loss: 1.2392... Generator Loss: 0.8810
Epoch 1/1... Discriminator Loss: 1.3767... Generator Loss: 0.8162
Epoch 1/1... Discriminator Loss: 1.4001... Generator Loss: 0.6909
Epoch 1/1... Discriminator Loss: 1.3572... Generator Loss: 0.8647
Epoch 1/1... Discriminator Loss: 1.2077... Generator Loss: 0.8296
Epoch 1/1... Discriminator Loss: 1.5104... Generator Loss: 0.7578
Epoch 1/1... Discriminator Loss: 1.2950... Generator Loss: 0.9697
Epoch 1/1... Discriminator Loss: 1.3087... Generator Loss: 0.6639
Epoch 1/1... Discriminator Loss: 1.6049... Generator Loss: 0.8989
Epoch 1/1... Discriminator Loss: 1.2104... Generator Loss: 0.8045
Epoch 1/1... Discriminator Loss: 1.4063... Generator Loss: 0.8963
Epoch 1/1... Discriminator Loss: 1.5036... Generator Loss: 0.7159
Epoch 1/1... Discriminator Loss: 1.3772... Generator Loss: 0.7755
Epoch 1/1... Discriminator Loss: 1.4054... Generator Loss: 0.7789
Epoch 1/1... Discriminator Loss: 1.3921... Generator Loss: 0.8565
Epoch 1/1... Discriminator Loss: 1.3930... Generator Loss: 1.0149
Epoch 1/1... Discriminator Loss: 1.3070... Generator Loss: 0.6587
Epoch 1/1... Discriminator Loss: 1.3536... Generator Loss: 0.8843
Epoch 1/1... Discriminator Loss: 1.6906... Generator Loss: 0.6631
Epoch 1/1... Discriminator Loss: 1.3178... Generator Loss: 0.8620
Epoch 1/1... Discriminator Loss: 1.3276... Generator Loss: 0.8312
Epoch 1/1... Discriminator Loss: 1.2578... Generator Loss: 0.9264
Epoch 1/1... Discriminator Loss: 1.3961... Generator Loss: 0.7314
Epoch 1/1... Discriminator Loss: 1.4027... Generator Loss: 0.7457
Epoch 1/1... Discriminator Loss: 1.3523... Generator Loss: 0.7506
Epoch 1/1... Discriminator Loss: 1.4461... Generator Loss: 0.7093
Epoch 1/1... Discriminator Loss: 1.3347... Generator Loss: 0.8428
Epoch 1/1... Discriminator Loss: 1.3546... Generator Loss: 0.6569
Epoch 1/1... Discriminator Loss: 1.8084... Generator Loss: 0.4538
Epoch 1/1... Discriminator Loss: 1.3424... Generator Loss: 0.8557
Epoch 1/1... Discriminator Loss: 1.3991... Generator Loss: 0.8321
Epoch 1/1... Discriminator Loss: 1.3847... Generator Loss: 0.8380
Epoch 1/1... Discriminator Loss: 1.2593... Generator Loss: 0.7428
Epoch 1/1... Discriminator Loss: 1.3793... Generator Loss: 0.7476
Epoch 1/1... Discriminator Loss: 1.3365... Generator Loss: 0.6854
Epoch 1/1... Discriminator Loss: 1.2720... Generator Loss: 1.0421
Epoch 1/1... Discriminator Loss: 1.6829... Generator Loss: 0.7691
Epoch 1/1... Discriminator Loss: 1.4801... Generator Loss: 0.9546
Epoch 1/1... Discriminator Loss: 1.3829... Generator Loss: 0.6160
Epoch 1/1... Discriminator Loss: 1.3473... Generator Loss: 0.8415
Epoch 1/1... Discriminator Loss: 1.3875... Generator Loss: 0.8650
Epoch 1/1... Discriminator Loss: 1.4221... Generator Loss: 0.7693
Epoch 1/1... Discriminator Loss: 1.6632... Generator Loss: 0.8399
Epoch 1/1... Discriminator Loss: 1.3224... Generator Loss: 0.8924
Epoch 1/1... Discriminator Loss: 1.5081... Generator Loss: 0.7510
Epoch 1/1... Discriminator Loss: 1.5288... Generator Loss: 0.8925
Epoch 1/1... Discriminator Loss: 1.3801... Generator Loss: 1.0002
Epoch 1/1... Discriminator Loss: 1.4072... Generator Loss: 0.9879
Epoch 1/1... Discriminator Loss: 1.5640... Generator Loss: 0.6468
Epoch 1/1... Discriminator Loss: 1.1957... Generator Loss: 1.0886
Epoch 1/1... Discriminator Loss: 1.2968... Generator Loss: 0.9060
Epoch 1/1... Discriminator Loss: 1.4707... Generator Loss: 0.8242
Epoch 1/1... Discriminator Loss: 1.3245... Generator Loss: 0.8835
In [139]:
import matplotlib.pyplot as plt
fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()
Out[139]:
<matplotlib.legend.Legend at 0x7fcca3acf940>

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.